Skip to main content
Glama

Tecton MCP Server

Official
by tecton-ai
documentation_1_1_chunks.parquet746 kB
PAR1�����WL�ҵjh�--- sidebar_position: 3�Llabel: "Feature Development Workflow" --- import Tabs from '@theme/Tabs'; im Item >#';�5# nn4 In Tecton, f �s are d �hed and tested in a notebook $hen produc�iz1(s code with2 a` re%ory (]op;@ally, a GitOps wo)P to enable an integra�CI/CD'�). This gives the benefit of fast iteration spee:�T, while preserving Dev�Hbest practices for .� R like vers_control,) reviews, ��,. A typical1hE�e$building a59B!�it%� train4data set looks �<this: 1. Create!�ewPdefinE�L5� 2. Run%FM pipeline%�% vely)�sA�correct1�$ 3. Fetch �0of registered*M�a� spac!�d cJ� � 4. GeneA 6to%"�.�E�0model 5. CopyB#2to your�E� 6. Apply changAlo a livA=q�viakmCLI or a�E5Z0 :::note Ifc do!� nA�.�1��,cn5Dwould skip steps 3Ez4 above.fm,paga�8ll walk throughKse =$in detail.� have�\already done so, installA � o� r loA� machAHA�i ��Senvirona. Alsa�E^ that�r ,$has access%h!�4levant computeeH%DZVa�. ## . �1W2 a3�� Any1�objA�can b�.fin>!. We c-s %eos "s Fs". SimAZwrite!Ab� cel!�$```python ��t�� �8�Entity, BatchSource, FileConfig, batch_ �_��(, Attribute.R.typesX\Field, String, Timestamp 2datetime., 0delta user = �(name="4", join_keys=[i( _id"s)]) B(_sign_ups =.�(aW U'", �c%=9 7$uri="s3://)Q�.ai.public/tutorials/fraud_demo/customers/data.pq iLfile_format="parquet!%=_f!V ="signup_ ,), ) @ �f�%� �s%�s=[!F�] �eA i ��nda6 schedule=�%�(days=1) N�� �s=[%vU]H("credit_card_issue!�IS h]� def �F0(!0A):f2[Nf] =B& c_num"].a��)Q<lambda x: "AmEx"bDif str(x)[0] == "3$else "VisaB04 0Ma� CardB65 6DiscoverB46 4oth1)�return:[}vJ� RZ]���X# Depen�on ��� Y�Yteam'� ��4(s) may includ��"((a.k.a. !� ied)�XaQ�, Q�,�X�k�6 w�toU , off of. Dur: � �u, ��A(>�)��d�V� f�� rom �~� �<. For example: !5��2�����2�i` �� �.2�9 � �Y� w�q ` get_(" ") 9-�� 6Fa� = wsD%�y��")u�&P _�� +$ uUs�8oseyas-�encies�B�B�B�9�3�3�3�3�3�3�3 2. Tfq2�"c �t methods��b^ e��<*( ir output�get add al in�$ion. Refer:he SDK encB availa�~on� w..�start =�W<(2017, 1, 1) end622$ # Get a rY -hist 7 SU a df��F�S .s_in_N(�\ = , end Pend) display(df.to_p ())�� |�� |�*id |�:�( | \_valid_� )?to4 | | --: | :-:NVb�0�(91355675520���| !�$-01-01 00: 8-04-07]1](26990816968]D�W f]21-05-09>]2](95048223942q��2v] 2-12>]3]8600003278485 | � 2[�^�!>]4]4200441593087 |�t]4J��D(_6999551050���]9:]��:�� Aftera+ats a2�you� � ��2)�a � l. You� do � by.d� �S�c . AsZed,.�:Wbe2� B�added�9o l l . Common42�' *��rom� exis%( P��add!2rq ��it9gelis6sraV�%6all!�`.+`� it��"� �Y��%i :�2�8 v /-+ �[ �_~"@ _� ce("�pion")� :_v2 =:��F*"&$= u �+ ~F�]�B"��9limmut�a� efor�%]�Q is "d�## � T2K�ghdiy)�of&weventizID ` 5 for_ $( =� )EjU�� � w�Ap�&ly accu valu5 eachu�.| in Bprovia�`s`W framA�M� Rs �> FOffSt!�ify been mate1o -!��� Ifly?not)�q�seX� sa�2ollowa�packa���, x S3N o a P� Dat� `pip"�,s3fs fsspec`%&c) Y pd "{-� = pd.�_�O"�Otranskons&R  age_o*Ds={"anon": True} )��= F�.��& U�\J u��encou� %�8error `Binder E:&` ,d column "__"x_l�_0__"A foun�4FROM clause!` �us!�`)�2z`,��P�u� $an unexpec?n ~(. To resolvDis, drop� (b��loaE`theEIFra2 Here'sa2� # Re�� DA�Wany�aula�de�I�2\ df[['use ', 'e� "�']].rg)A(c=A� LoadSM���out�t�ga�\�` >�' �. K'�(dex_col=Nonq``q<n2 �*f | merStO amt | is_E�a }4_amA{ _avea0Ds\_\_amt_mean_1d_1�53�57.5F�F |�Tq��4is_higher_than�BJ�V-�b ZM  � -� 6 �� �. �5B^nRz�%� &�(13134047106g� }10:44:1Sp�,r-Runolfssony | 332.6 I�nanic��5J� j|��j!�:�^� 4 22:48:2!e8Schroeder, Hauc"8Treutel | 105.3Z 3��X>�5��Fa��B)�A���^�h5 15:14:06 | O'Reilly, Mohr�cPurdy�| 15.39 �>���5218.9Z j|��v�A�r� 6 02:51:4!eDonne� PLCB�| 66.0� ��>�� 60.3A*�151.1a���2"R^� 59:4!�Huel Lt.�| 113.6( :��62.26.�129.8�����5�jE%d�"U\6%�IR"�' O8#- ,d helper fun�"t copied diQ&Y&!O�x~(�'�4$remote&�"|sh,%be�%d to o6�B �(. **�/�F� .py**.J���#^�#��C�&B �� refe)D ��iCm{*� �")$"�� Set &%�� ameter%��"�ong@F����� �k# �M*_rml. ?"z$ U�]#�]#�]#�]#�]#�]#�]#�]#�z�&�&��z��Si�QS.e�JZQ�~(:WJRZ��]�1:i�F�WZBF/%X(}_d1t.[aJ�1@,��]�' # Ad�g-�"�3g�1�W0��-�6��(M6Rf�:v2�( [s=[J�V�,)�J0metrics !F�], K## ��-.�-B�-1g��si� esR"�&"!^"�$s����-in orderT'2W��.�9�l/W!To�&y-�s, �os*�-i&terminal�/Log�organi�z's�ac� �!�`A<on login my-org.  .ai`0Sel�,�5d"�!'F%/�.c=s R[-ak]`@0�0�plan`!} chec�.� �'�.be�C #h70[.>0.U�V �r1n�tip M�.E� �2% ")& F" }/)th�# �/ 9� �2� �rae�)�.X`. TAl,g(�sF.$ a git PR ' E�. � #�)v2�4�(s"�/�s�/.DA�M�witOpin�2up]� �s?W=had!�a "*�)".��3�5��c(o costs, si�$the�0=.R !�� Cd consume�'%�ng6/s!�ey� primarilyAbus� visua��y�e�shN5%9��4o9��%}, runU�66 [my-]` �*CLI.�0�5DeployǍ�!- a*9 )sWor [�+-�&` !" tain�/�  D*� which 0 5Y�%�#!~�6A~Whe�1 mak}�o))�� �ndM7 them ��6ed Tar� � (�l+5GEt`!%!�mand),�do�Ae �[ing: -id� f���(diff betweei�>~'s curr�7(state vs. <newly-��� �,&at{7ny&A�updJt� $�;e��1�6��r�ly (e.g.�!se�$up requi�5��, .�� �� � (s),L0if.l f3I 7nn�ng!��� �2 s, etc.).ؽ�a91,��1[u%[at isU��er_M�,CLI_. (To se��Q<96ev U1a' w`. a�+h�$�e�A,�&1-`�}!�at&; �become*�)L5 �r5$nce; for �"�"9҅Taga�t_� E�&{4results!ZX%eQA�Q��I## Mak!�a�_!�a�y� Ai��$!K(3 `my_ahty.py`�9ch�� an `4`�,Y a�!Fm2\/# my_�j/.e; �]x c.6F/�4�4�4��4, descri� $="My firstky!"� It'y �0 declaM���!(global variQ$��e P,6mo�3. ��`P or `ahy`��$runX8g� & all V-�ms�i�;i�` �` scopE�Qy7A%Y2�7# PC;Aci�r  � + p +(mads%�L�fe�6L . Th^ !dA�w�&$!3��if=y`����(;next  �< ```bash $Qw� U� �p"my�'"a�clu$4 https:/A�app&�  ✅ I� ed 1-���ule&W!m�u � y9Col��!`)#(Ig�s*Per7.*) er-�>ѿ�mm=�2> ↓� Plan St?.v- +�<m�N7 : �}j !>n ���~ � End �+↑!� g Push!8QK�Q�I9 RuA 6Isg�'E� same�/as0AP `, along �  a fi�/prompt���6E ��)6�%��������������r�Ar�_=�-� %�O-AO8? [y/N]> y 🎉���=!I��&X (message "al '",A�shown�>�T� "g&� pus=7yoE��买�$) ~r&3multipl"_ ,u&�mV � m at once.F�!`  ':�issK �a� TyA=of2�I s�)e�+re 5 �7ofq��o�+��n�)J� `� `: A^ �is be�vMA�+��hru `- Delet @�Doust 7>Od.d< ~ Re (~ ��� �.-�� �-*s�(�9� r J� �� ?]8often o,s w�D a��ɸ��' d��98�� � s. F6M �!Ga.� *� | �jx )� {��i��b�);fEre-*�d �ik so kneCs<B_destr�ve �_-�U8!�n !`b�'s�per��oesn'��J�L5!�`�f`A�"�)b� _non-n� grad�No-op �se-��me�0NtQ9 API �E�&� somea s ob�d a�2uo!��M�SDK�pip3`  ��sCGon K safe� E�;s BelowE�L*�I a�,V �)^e�EB; �J�R"� " 36 s� �  �� 6  ��r " owner alice�\ my_new�zQ~m���D3B� my<1�A%Z��}r: -> D&Sa5��u! �� �� �LL ## Other 0 rea�da�6o�Y#�^q��2y �a&��jElog"�] d�9Q35�ak�|idJS^��n�"�g t"logFe e��'>� < >*� 3 IDQƘ16d6214de36c471e9c691203ed8d5523 Author/ drake@my�2(any.com Dat.E 02025-02-27 17�&$50.192056 �V�JR1.1.0 >�|61bcdad545ec4b30bbf767e0341a38d9>�rihanna��1-28 1'$:49.299019��|be1a6587abcb4ad1b7ccfa895356e5e0>� jayz��17.8315N'0J'x48a310723b1542b4aac6b18bfaea05eB���iakeys��06 19S- 46.849611>*0.9.16�j ��/a_>[�WebUI �'s L[5�"Ak Log""�4C  eu�of� ommi shw! su�Ifu ppe� "7. Every�  a�run&7Z �"Os�w �re N�6a�s&�5p$F�eLLog�M�is��,�6correspo+EaJ� ��� �th?aI e �was pa��O.��5�"H %I l:O�f�J2�r \ %Uful too�e w��s)���4to-q.�Cr�'drill d� ��m@7&�@� clicVo��6ific O;it IDY� meta[, sZ4�LsG �A-analo��9"E�o 1|� -�W!�6, w��8sz ilar.YA1L� Re<aYa�eqdqO_7Onapsho�;�X�P's�M�& �8� �%�I�r�e��� possi�Ato lH"�)Fzwitt�=xAM�!�k639!h _mosm( cent�m� 0_6��g�5an-�ID�6� 0Zc1R� +� mov�mo��"�$s: /Users/�=/)0/my-git-repo/m t�ies.py�9A�X)�=�a$>Ok�y��=�5�-w��n�,ArunUbT to/P�"��!�ym�-�.>  </>`0 6��0 �0 0 ��/ **~1 **>��3 �3 ����"�&? Q6�4�M 4����V$Skipp���"ks ignoreݨup.��:#?�����l� r path exh 6W� ^��n�B�. si�q4to Git's `.git B���R!.B�&�/�e"r�8 �� rootq%ory7r:�#`\�R��`_"'svpro�TK l"aN in `�%.s��VCfol0>KX�Wa� - (8d. ����W`)�k�!�:���Q�s5�*�)s_�R�, `��:+ % and ulent.�)s_z((��$├── .�, │   └ R�?�-�"A-JYF� v @! �4uf��qSa, se e� [g u@` W�/`�FA�$be tempora|&I�d. Ad�>w7%�E�%�k &�� y| Y * ile )�&�,!� altoge�)� # I�F�B��E�*��,lternatTZW?Rne� u��%)1�[*b^ �a��ice|F�%�2��3 ��*-&o&�XTucturR�y2��(2(q^-a���)R?i&wQ�:"Y!fla�'ayHy Y�G i(��A��$� *D )mCY d up�T:���� Clo�u.."q F <eb��&��+!A�a3 -Ze��$b. �$�W[^to �^�%�ve7ian�Meri�Ta6X^`�UK,git branch. #^*�-"�J>:���e<"`N~ >%W&�" Switc�0"�*".�E2. (O1%al)L��4�Q*){�e�eZ"� �C3:+_�J9�� r_d&"2�#.^�:&�Lhaved)�, empty^.�s let."e manag isoV.�$."�"�.�"i�#r5 �]!R : [(A��'i#&iti�a �-�4.�?: +1�5*5^.��6F(%�%'�`Q�a� y` s` aEFN;�&A؁ze�`�` ���^�I cap����<PIxG.i � U��6�%:�%sr������%-��>� .._�%�b �eY/n] Y5�" e��<� iI=�IT�vp0�-A�J[I�� bas^ :Uq�_)�mai8to���(�/U�:�]1#�&>�o��3out -b6q_ �\.vaX f0%9��now��a2�0*�a� F)Q=g�� reea%_6� of `1q}�.�.�01-�s 5 Intrzc�f uide� l�,fJ�em�,� po9� @�B  fi&;gw3ca�'�/disruŪ����A�!o�)el|'"@LI�0noommend#.���%V�aa "�"l.2S�%�leab �.yA�.Z i�I�d.�br�.�G0` � �!o�-n��� Sv:)Q h(s. See docu�M*D%T"$%aMriKtW%5���ML:�5=e1unQMr�leF&]��.�1A` �^}z#w#!��"�$�icA,^= � <mO *@% %�m)$�#stream  mi iAaand/oc'Q!��ama)Znolf�6i/u���icY -to-AMLŠic%� archiN�g� l�,�Qhow� >�3 � s. I��D,�:n `I��Rho+ic �!6layer�is i�pen�3:� ��a� `fd�`i>n"z@Joak .�:`�� ggrega�3E � )�Dx�$im�Nndow.VP��^d�A�2z� `�3��� 8 uwarehousA�^3�B� o�(i.�I) !BaA,QA=¥��00$# Scenario��eAe.^9�onboa�4��cne ch�b-case (UaT^X ��*�!;�S))a���0�an�2�4 al 5Q3s-Q���(I�"}M|�^T^0 �g�\lQ�2�m=`6E���8 � *su7dI>,�&I,�same VC["@)a�e" lifecyclAX��a�s-� as_9�~g �~: 5�c�9r�+�&. IWU$+n��2.�6�T n��AOapproa�::�+# T 1:a C3 of� Q �u��:&5 Ad�jage: %op��� repl�l�>� \OI� �, reduc��7�Q�W ten6. DisaVz[+!�er>tjus� N[IthuDr�rll`�;B5��V*`pCq �s��1I�_RZ Ura�+* ’sJ"EHalC60Nam� 2a ~Ra:v2&j!ne=-�@�B7�� �1� n��aqQ)�+:4. �W � pre-FA�?cE+mܩ�{qR ! <ew,�!m (endpoin�,>; ���.8:�K(`6��S-�� :�6yD>�)GD��1)inf�H image SJ�ng  (6k|53\c" h^�:hadow!�ffic,E��>d�� �9&rtoue*�nJZ%`���NQiiinAas� �W. !Vari��"R9-�I]R� 4. Le!)%&go-�A �s� g"<$lue-green)� ��m6O$� tr%:. ]Sun� F0U.d> w dis�86�\"e !Io.[� ��<  (by "{ =�Qi�` ? ) e$a�  %ioj#kst of � letee5le)�he -stq�$ s�#a�8a�!��$en��t�"ver)69� quickT@=_�'6` 60 � �@\-J"F.ijS 2i ,1 A�:;to@Y�4ll also launchA7ea�7job%�kee(Z)�-�upM�>=A`ur.Y ongo��@ t �r rbackf�q popu!�A' 2uw{$ N aB *g one-� � !M�!�PJ:ous^0 &2"&��ɐ2� �!�aDsZ]y AV�A@�{1a re-�W� (1):<��FB%!�dmۅ�_*6H��,�Gce�ve�VVC min��ke*�.��iped�C�=is xityA0.�e��b� avoiI�1%�� !� , bu; cre�alI1<beb(�\ns �mAy��wo6� vs.A�[g �:) o* c y ke I WA�t�5 a��!%xI6.Z�alcE��_ly(*�5�E1*� sepaw.J�6r&H[m8 _add�"�tG.b0�o' :r M 2. B�x:��jt`c� "^� c)Ts��Ibot�/F���J�2�!# !2� o%�A2 �i�Summary�m�z\ly; �EA C%ALexercisxi!=mp��0AGAxvy potAIalS*"���F -��AV7ML�RLu�usto mitig�DE�izsL��.0���-2I�negligib�S mpac� aŭ� b�>ncyi�e lownlhe�� �G-!G�, 6���GyC,ver�š�%�c&A7�jobd o numb3 �*obR�uE<�J��e��R -/!�ll)I��En�assocADr.�7mi�>s=9�Yxi�{���D �14�d5I7%�J^doubl�j52A�forward-噥��t�!�B�c�varAI@G-;esy� G f�, =G,e���K/aFv"W JI9a{�m�"��_z t�H�1�A���9cLe�: Jby&p<yu� m���a6j ��<� X Ys (~�J�� to-6g)e*;g.� �2��2���'icX ! ���concern^;o�d1E�� .�:Q� �%�Um il:18�f�!e1�*�@ )j8 � S�Zu1�Idgcq���-�ws�| hand� �h��}/a�MN���� . S�(SF �>}�-�rj�2W>!!�u. (�I)g"�/4 <A��)I8M�M�to �!�~jl . B�M "�hIpB addr�} ʉufu�Y R�1^a�I���re-�g�1�]�8ve�i� �u�#�Ff� �.�neg�&�act u peժE�.0M&)0%�A���s%��2�E� N2 no2�Cs^*T��obeW (Ohn! b�D!X)�-Qffr��>)�G *P U<!��E d���1%|&" 5MeM�*CNm2afA�4�=�E�a�AA �� !=�Ea!�.� � !�R.�-�1.��VY &� ]�� ��<Q�)*.@ Kc a_��( � --h-aE-r�smb8 s2b @.�!�6�&��� �1�A�Q2fM@!�q�m'!G����������2.�ߡc�R."8i !�- (a)� �"� !�!�~�gA="@.�%�3O] ^��+PC- (b).�~�B�� ^ m�ww >y ɸnaaja��ed ~ artifact&@ �*:w) �:�� QB�! V��j�����Χ1 A� New �I��d T6� L� ���5i+^��.*� iz  �al��if 5Fci�actor|F�#s 1e�2�3)� &� R n un�PPq�tXU�5� ��of�02����worth;vi>�s @ign�;q�3�҉�5Aan!or.� 7"� m*Y :rovL s gaQ�)�b�c ��!$ac�2eZ>1"6 {1!%�� s��0e %6NY�`H�Pa��e1v%��t6WU"8ti&as � drive�sm(A->�bF� -�HA<��4N ng�"��s, C�&�Os N%Z�at�nw� �b�&� �M�< eque� i�cy�#sen0 o spli&v ��?R���J�-_4AYR] �� 3U/&� !qba��&!2%��Wus3y6'z%ML)��'I߃!�^ A�5� �$іa�B�F�$se� �63 yde`Tb�,0x!Y� )pU'Data `)NW2OQ(t�: 4 6�%�&1XRedshift%&obricki��a ligh�if/ �&)�ArireC@{!n��smZ76� cleai�A�!��n#��ns4An͵�@!��i%*##B�"g���out�f .qU Y#R��+� 2�E; x"�: Bre�K1���H� d� �)�6j1�m�3Q) �C ��� numeq'a����not�} teams, �Am�JzRfX� L'y)�da: �9�5 �u��-w�@[2F�E�)=F��u;� � self-heal�1retryPbfix�$�/QV{q-%-r t=�A�6�*�a� abi�"��C pt crypto�!�+pa��#�&2!�`�, `6B�'�-PHA��6�(�I1�g � E}��� wa�a.�#ZP4%�a/put�] & I.�bu&IW�,�ng��ob(M#�1�e �&w-��!�d2,���A �!�R�+��J�O"minimM }� aW� .��.No{�doc�6 Quarto W�5e R}d�con Jupytera�m�� Marke U ��:$ Docusauru�#WARNING:�-�I���3any autoa��Nol[�dt�(��s�(_G.]D,�3plegd`�' effo6!J`+!_1you�a�QQc/NOTE:>�� t�)to SDK� � e${0ec�c�c�!! ==e� I�Zll�� RV_�]ll�O--�:"�Yq%�.org/!�/get-/led/ #C{nFf�5 ` . r src/1 .ipynb�d �#�1�!e G�b47-uo�> �1U "�[KO ! �%� (loc2�[_�s/md`�< der)A�a0� sitP* ke b!Qk7s~NBɉ-N2&0 <%/>�7 ## K)Si�s! i#<.�mQ�|�8 snippets still. _�b� blacken-�5�NYJ/b� exten�@F6en�&�@b7rr"�(frontmatter^�1 e�&� U �;w�8uMas "p.al"�<� ## FS:!V expl�I J���:nbdevAl�qx /f'U�sC3ex#�s%��DRawHtml = [`<style0^ d> .��-�`- �(er { max-he4 : 300px;c/�J:��; } �, td { b�(: 1px solid)�; $-collapse:n F?p�u: 5op} th { text-align: left; } </�0><div class='V�8'>`,`</div>`]; !lOveew {#50�}�`aa0ioa!(condary_keyB eld,*.b��[!`�A2YR`�#`�6A\low�C�-� pecify�_tra a�#j�i"}Uh`1vaz�=?� atYLAC�\ !ty�+���N �#&L�. Howi', dؑZ� i0, [�#:[��b zWA��*�# ��x 2�B�a_��n |�F� )\ő2 rangG 6�C.�D: A=�S5Key {#9-A7a1fi E-�-�-key}a�**�b;-:**jm:  '0al[str]` - **2� s:**�UIt\� x!�af�Fa groupA%�A�)�H U;ioh.wVj��u t1.<-E� m�. .Cs&+F3 x� E=P �!�.7_�iz� dbex)ingC3 �` "YM=��d�.is`xN�noO�F sameBV1:.;:��4�aR��f>Ze� _"�E2�� cp:<ru��2�O��Schema>�Ƀ-�}=#6� s {#5|A�sM�CoEG�/E�f"{]�6 }�_{ap_w�5$_name}"` �Z, `ad_id *1<'.7>30�rAhbx =”V”`)e�I)�isq�?nd-�AR�N�A�S^�Array<�w>i�V�*X)g��A/ �VdP&c�,luZ"%f��0y�2e�e";AXi����iID 2�aܥ?!� )��T=Os�"**OXq�k**e��jor� alphabet,l�)�}pAD.UVBSa\asCj uS��set �1�A)9ray�g dardg �\-� ESemantic:�length 6`�m�e�$�. � �02. At)�Ň`i�)3o�|�H�+͒���)� r=U#�kH�q�/L�"� �� 9U� .{�vea�`<U�,6v[i]>`)k�]ɯ�;�� 8 �U� �]J(i�="item� ue","�" ="mivA܍g=TimeW�r(I� _sizJp� ))`, q�`c�`int64-��7�H-� ?9_mi�*� E��FIQ!�% `last-n`5�i*�!t tBisE2�M� g  print(2�j`` [2 �'-� {#_} �us - �F �SID,)(mt���y waedI� AdId��� � (1l7s)Z^�V �toV.�|�y �Bj��Ni�"�A mock�r ad seOx{#+.e-#-�h -ad- #-�}.Y%�/!�8,%͟"W�,pyspark.sql.�%�W F yom�ja -�M<�2Z���F#()Ÿ�:�(#):E�c$= 2k�a�p ", "�f� -q_-g"]@!@  J13ad  2022-05-1&��", 1]qY �6V6126� ", 2�l23��59", 3f6���5"u� ", 4f63!55.�5f64:6�6f65266.�7�6=D8�6�9�65��A0f762��77:7�1j�8:7�1jVA?9�8.~1jW>7.�jX>7.�jY1!k�&��!�j[1e�U�92�j]16692�J_/�E68282Q*��I���.��� �(��~S ls).>� (2�F.col.).cast2�dg�*֧���f"ۧc/=:vC '%': Deriv|� .f*S.�_v�D-Hs &x02{#� e-the- �} #t@L �e"�l 4�&f, >s:V� how� ]N�^ 6~z �͹&�.  :�B�gEon��p1� ��[,.� ��g  G��t�f��t�&}<�'s6�.�� >pe��_�f��'="ei _sql���s=[ds��y��y *� 6=a�o�X.'7> rval��*�M�,Z; u41��_A..�(�5, ���2 �&� Á"� mH,� � ="�W:��� 6ab="�X_per_�mdr:��>! 6u�sum:���sumMH"� ���9(:����)�7)=nv�7������Z�j�N�r�"��ad� �ys(input_��  f""iOSELECT� _i�� � � �U=,*�y�/io�F�{w}�]r�{Y���yVLH�J�': D ng 2`3�5fn;�.1���� ͔ ]':b�:,n�^]��^E%'##u��v��`"c���F���� #M2�6�� �� �N| .getUQ������f�f( l� wdLro�s\SetInnerHTML={{ __html: R Ԯ}}L &�| E� !�.27B�|�M�>% | j����:6=B�rKB.V٧.��E�D�Zz�rRr-��~KJz3�Q�1 �List(P)5w|v� R4Nn7RV��V=6 hbKJ|�o5T�:00.000+�.6NRV2,� 3� �!uR%� R1�6< 4,�6:=V =��R K7, bN>=VR79u7�V5N� �VV%hR7j R3Nn25�: =9V, VIK9V, bW ~79V8�V%%678)�nV+:7j-AiIr._0, #2! .V (VV3,[>W ~79V9�V96�  ǶV%hRO�Vc o4.J. )�. .U +.�6V, >g~75V20�V!�!>�AM# �%,>% ��J�9U�):`o1� ��8:� �.J I�? 3hFN%5, Nb~7�V:� ��VFVVq oVY��V�V1N�9V2NF^� �!V0EnU� ��  RVqr9VU� .h� K��^�V73�VrVj�^ ��V)VFM h.VN�.~79V4�V�V�VrVU�Fc JVao7r�V79VR% ��^�j ���I�i�R h.�>�>~79VR% �V!VV� �V?r���AlrY +"Vr.~79Vr\ 2"���N� �^� R>T  20Z V=6 +bKJ=7R� 9VR#Q�9VZ���VFVVq- V]�b! K�VR79VV�ڡ1]�O�G3Q2 6N3�.� � tbody t�; :only-of-�'{*=8K+-�2middle; VPjCtop^@h�YU3`.]3r�3;b3 `,` 6B3 Demo};Gr mo-�0set} SeabornB�2$Ato::'s��d&set�4& '@$s sns iri� sns.$��&set("") .�(��"�|HAl_�+(width | pet. w2es�:f66:L0e{5.1� | 3.5 1.4 | 0.2 setosa LD| 4.9 Lc |�LdL7 :L L3 n�'L6) L� L�rL! | 5�L[L% f��S�c<��6��ekA�+a cruc�V8%+?2l&d" j� H!6�v \B8R+�-x6m�:�4Unz�est&]6 $�eA"!<.c�gic@= B��-� 7,&�\�_ real �غ2tz��:�>�%�* �*YV��gQ��� veri�z�X�-�m $�<Y-D Debu"�> que�v�_iagnos�Ns�1�p&�P,��I@�2�RcyY Comp�,+!�`-�"Z�)�.B)A ial_�"es()`!v6+ run_6�C()g3to�w1!\ir�;�5hip+�;>Ie2R_tho��CO>��?�3 ing �>ri��&6MQ�Fgvm>�EvA'-!�&It&���yrts�It �2-�Z�a6M�XGof�sY�6-s. �\�>E�eG&�vs�!d `**k;s�x)�!�e�>d;���yV0�LA�:s,"G|�s`,!0<s�-w0dj�]OY�uq�9y��1�8�1e .`;?1m�1s,�5xi�Psu�by pasB:mS/��A_�2Of��R]: MB��RC3�q��t�rE)0>k:�"U�n< aI$�9E�in�\BBJM�a�Pas�0��&��5rX�h�?���7!��At�nqya1"3:`"b"�}"�=�~�6"C�"2�1�Bli^#V� )aR 2L nd `R���{j�Abmo��ч%[2MG!Av656Qc&m�>U=!M�YY�% ` G C�,� <���.i7��3"a Sj1��{d Kq�\!%a>e���D temp�>1t� �A�'FaO ���b � E5"�A,=a� %� %s.���r 6"6�pzF%��)+F�V�G�2A��( s��d��)+5�6�R�-�>�!6��%�_`E D5�6�!& D�-K釁w �%e�RXa, 7>�Z]�6=c%�F�F����I�Ah u2�%,AR'�B�K|O4u̩�thodHq&�6%?Z� ���1~5�)�InX�z7m� >7Dm-c%�>�)k for^itlG� ;oi���2d�6qf:�Nest~L�� triggeredh��!�3 --* -7��$�XyN%�h mand�!�a@�=�/Є�5actualB�job!FF.�CyouE��'e�7�/Mcy�B�u� -�� A���j ess�0n�vit��nd� mi�63EE2k�!�.;xc� ti KE��6��li&(Nm�%��8��"FN!�= 1 ed%��/R\�DVs: =� @ - 0��!� /]bp8��iwF?I<� /�- !q2� is� ed -e 1: hNo ��<t�Qis-\:�)!K�P.� >�i��seeF-i�� �ZQ� � {Z i*� �ctCq�E�Racy��-z�c�|�� d� A����g�S>��a��b��� !�iye�e�y �4�s *� �>wL- @"ET�.� $x�O =v:i!,�^%%c1A-,e B�. #B!s��BUb�!]e>(�a��""��iAso �I�Fcan"�laO�I�*�E� �%� ll�W nW.�U�] kick�_ffA�a ' .dFQ�@H�E�c5uቅP!��Q at��Y Z�0)qk2^�ƥ{BW�{�+�U�It�y��  A?' M's U ,�R s� ri8ei�j��� or?G ine l ##  Vto3=2p�Y s? 8�>��A��<$[ �x �`ma�c�Oo RO�{Ǫ�@m�Wor5ing ��U   `��8toA�Z|in,���*�Bi�<s6�.**@Grmi ��{�l͓�qthe :vm��mK""N HZE� � ��i�g **V��!� �D�%�A�.Lu�H��8� �V�^!6�P X�}�b�Q6� ��}r�Nr��?s �(A�ru�P ��0 (�_)�all dI6Y �_2*)�ON�c`�aa�lic�`r %ng2^.��gB>f$do **not**Ew� MJA���Sof%��If�t!��&�iNr )yuL�>^ �kN�59a�How TZ�!# R)�ZX�N�c嘁�in�{woױ�Eiᱍ�"�-��EQ �H6�Ed��$, Operator  Admin rol�ZN�Q���B� �Conutin- C"�ly=EG&Xor`  I^�t���| KKi�OffB� Job�B�Aabe�BY"� � JYE.}N� :��^���W&隵$ha�I܉b���eCepo'  0�����G�RD R�p�� ��2 e9irm wheE%i �ok�I _t#�e�S�se��Y�y�)Ro�^Te� `--yes` ًo:� opt-Mo r� yU� ��!sv<a�>Xa�Y&<)��6�Ag� FV �:�22D Typer|Bds� _J1>d�>x��� FV�| B^!�� x��� |fx(b���/;kzbj 1&_;`)xR.� �fx���w��FVs |^.� bn��Z�i�� &+ .�x^"@|_F�6Kv ���oB-b| ��W�na�.���� Do��**"s** (�RI7!�)�yP"9�exa�W one-"��=����T� \  `�>_�X=*M*�9���u �H6�day �  i"� - eWms **��ful�if^&�QAM9(, *regardliaof��; QwOfjo�-tdw��{"4R*��MlFV)U)P�!)LSp͹upm_E�a�� ` �!� �Y )- ��c'H( ,*earliest* " �)U�lvK!om{�5��I%*��"� - If no #appear ]�Z�l� Kl10 minuTAl� Xmc!_�9 !u6�M�TW�_ s Tr1L>�v �d� and �j/�eJ-  � ed�|"�  ^xM ~9 �W`\wen��m�n�d��**A� $`CREATE` y**:;:ispnt A\inY �#��B/T .�jqRE�s(� ifq>� i)���ucU�*ceN -  qS|�a!��;�; P���D�� <�h;::3�qG�yq*�@ M�QA��a�n a F!�p: %~ `Jn7�***t* `UPDA���h:��l9l ��n�ac� h as L- �oing �X�V$ute` or �X T!�M�R)- U2��EMR or&rdR���7IV AMI��2��15A)�%2-� B�<6��E_:�_W9]r�-based2� �6O*X~ or�S =�{e1��s��Manual2\ ��@3�u�Q���* aR&Bvsubv'of2I��S �!a�O~��i�i�u� a�n`�Ta���6�� �\ici\�6Ko`\"�Yz &9 '�� W H5!��2v�,� upB\*�)��J�-�� =":none:" if%�.R� .�O� OAu�| ehav�|&habove�N8fv:1,fv:2,fv3"#4 ma-�id�U!�Vs�S@pre1*,pre2*"# All��prefi W��%"a� 2"��pre*sufrY"uf.q5�� Mon�� бG"Ul�E9�Xas��FnI���an'.9&� �"�6�``Ę*�Fd���E:*� ���'o"��-I�4fS�� -� �I��2%9ESB:� : 11�g*|s�Drea�!Fb� job� .�M>;� 10 B2�� �5 12-2&Q UTCa� 2024-08-0*��wD��heH�S� z>12yxR]tox&�N>x� }�%H�$�>�=҂ : 1l�u�m-�C"� ~�dA ry 1�T.��m6�: 12���Y�A�Iw job �X�NX�"��dE� IDemxd7bbf597fe94359bf18dcf05b9742fca&n�tra+��%1tatus vig ���� {ak _id}moհS\ed At::�20��UTC )sd By:��@ i.ai #xied: FO�B�ltus��u S �by2�B b�>��Dr)I� Web UI&�f_%k�.ai� /job-link6X[$��E�!3���)gebi�[1_Us�&�"^�R�B�2�PB�IB�F-B �� 1�b<�DatP SDK Version =======��� 695990c396214796bf24f436bf0d7208 Created Running�Lexample@tecton.ai 2024-08-26 22:37:22 UTC 19d0b1bc436443edbdeff717a0359bd4 RC2k Failx~k1:47:45k ``` Det @\information about Integr |Test jobs are available on the Jpage i XUI. We recommend filter!(for types `>b4(Batch)` or F�IStream)`. !(./assets/job_progress-latest.png) When ready, you can apply �(plan via `)� ---id { @_id}`�1# Debugg�E)�,: Slow Execu%:�of `get_features_for_events()` This !)8 shows how to dYT a query that is generEUby jW. The <4is much slowerK$n expected( follow�M. uses a F �4 View declared%�TE�!�$Spark, but!� �%process%C(ies similar!kHo Athena Retrieval.! 8e setup code be!H is needed!ruIK % �sz<.E�,python from -�Himport FileConfig, E`@Source, Entity, bAu1�l_view, Aggregate, TimeWindow.^.E�d eld,a264, StA� :stamp 9datetime5, delta �c� =�( a�$uri="s3:// �.ai.public/tutorials/fraud_demo/transacA�(s/data.pq",K fileA�,mat="parquet ��_f�="", ) .U_� =.[(name="F'"1m �=< ) user =-� D �8", join_keys=[F�(" _id"1t)]) @ Xm�%�)>s%�s=[F� .unf��ed()])"eA!i0h  mode!0 ndas�/!�aMN0ion_interval=!T%�(days=1) u �s=[;U� �0input_column=-�"M� X func�="coun1��_wiA�=Y�( _sizeF�a ����r�30����ζ9N�M�(online=TrueIHoff:MZ_start_!�=��0(2022, 4, 30)a�def�r_]Q_E1s(s):E�.[2�] = 1$return6+[}�27, �t]]�##�� call�!j�0is u��b Build �)婡�$aframe and�nn tnq with+ >D:.�͓��p�L as pd v+ _$= pd.DataF�.��_dict�"{%q=F: [:�10, 1, 0 ��5�: -�0268308151877"Mt} ) df =^*.^ )$= )2�BR.?$display(df 5| {id� |��ſ  *]�M�\_\F_1d_1d�530�69 6 | -> J-ZzVK~�61�.7 |� (2-10-01 00: | 0!�� | 13�2 | 36�|� resul� P " | took�h longJ~ �  t P, �: Es 24(df.explain(M�� <1> Rei ColsNode:  s��map {'B�I� ': '�Fs_no_ _F >, JYi�Z ?R[i*�[ ?}. Drox 9 (s ['_anchor�<']. └── <2!fs?  S�= 1s%��` �`��= ��r� where 6n <i04-29Te :00+  by� t��E`1�fI hose _to NULL���D3> AsofJoinFullAgg�<(spine, partial_� es): S asofs %"� es, �G�  condiW �uFU..c <= 6�l :jp rolled up�(compute ful.)�├1� 4> [j] Add"A%�9�Ad��A)�)a>�(to represen)� most�1�c *!�r"��x at which68b.�"_2@ depends�,two factors:%� frequency\!���!�ma�alized,%s&�,delay. Since�'Oa k 6g QQions, iis sto\-(iles. Each   ha=ze equa� �; A~!=(is 86400 seA�s)ai�)h-�contain:a� of].�iZ�$. Let T be7!�s�g''b�isL cu�d� T - (T %)J,_schedule) -�"0mr%p& =:}� .<5> UserSpecified= � :�viz%�%�)=s�|�,ide�) 6> [m��M] P�a�w: PerhB�A(.w>~aR�E=���7>LF��(m_�,"�):iter6�by" �r��o [�9 id'] .�� 8> [.u]gf Pipe� ����Evalua���e�p 2��%�?A� limits [� -07-03:t,ɏ� 2:)2h�>d9> 2[] Afp Scan�:  Ig�2FQ$'. WARNING��rea9no �range�!�so��billa�k�eqnv\(inefficient69]=10> [<] SelectDistinct � d )oq5] Fh.l1>��������������������������>.2��ݫ, a� 9 reveal�pota�al issuei�h`F� `. I� sca� )~ �F��`.�`,YLanyF�%is is|,xpensive opevD. **Hypothesis**:B root caus��`���`� �Bis usS `2�T ## Correcs T�=:to fix%6 YToriginal68by removu.g` � a� f's defak9���Bto���0�23em8 �,��edɡ��Mm_4��ҬA�Z�s� _sql������������������������"�  f""""� SELECT�DidC1~ &J6Y I FROM {=s}�Š�Ht� �  �N�� agai6�N�N�N�NVNd"% .to_]();�1�1�1�1�1�1�1�1�1�1i9,r6should���faster. �also c"rm� is� be � c� ly., he.� $ �;�;F� �1JP�'JQ���������������������������Z'�"�� C� � � $ppJ,=+2���"�"����������������{�{�{�{�{�{z{>��j� �#R�1Az �#�/ Bug�%i��1��1not work�as"C&'$�1�1&A) ��1��1��1��1F���1��1��1��1��1��1ލ1����*l$_$$F�0�D�_�6�2��$��1��1��1��1��1��1��1��1��1��1��1��1��1�1Z��u1u1>0`�8��*]1�`1�`1�`1�;�;�;�;�;�;�;;i1:l1n6-�|�5�6 Un #�<ly, `�`  )-rT>H6�<��. a1 .a1 j=)H�a1�a1a1J�v4'R�0�j�1JP 5RQ��Q 5�C1�C1�C1�C1�C1�C1�C1�C1�C1�C1�C1�C1�C1������������z�B�.�91�91�91�91�91�91�91�91'�.B ��0*�0��� >�1�1V)*21s�5*�4 >= e�> ime,G1V.1J���������������&�11�9aD 2�set�/`�V�n�0 a�1? �&nclude�7f! war�C: `�� `. �:nxJ9I'empJs 8, 7;6 P6{=be% lead�y$right sideJ: =to-�;is wh�Ke�<&�:� s. Why mOY��6�have a.�of `20Zn`? Often5:FKA7a�=2�2�$of )� z,�\.( �;&�2. Ij�;itu6N,*3�8kis �2�>30:h863*?�9�> has !�=Ig1>=QMea�:\N af<8 `\*\< suspiciou!�N�3i%Lappears!�%a)� Xy1 ��3is beforG<F�. �3In[@Qm&�j&*e h""4&�3 ��*!� � by i6j.=�NA(a2e �E;< = df.subtree(9)"-.%JN�.+~D  F . + �<|*v/L_id|category|amt|is_\L |merchant _la ong|!7%�|��^��  F . +%` nP indi��Jat� �6is beA]1P<O63,}not wBi*�E�Cor.56"6I�f76�,E�:5�B�>y���m= u�Q��\2���*2,�oI�oI"oI�!1�!1�!1�!1�!1�!1�!1�!1�!1�!1!1n"6�#Queries�N Overp: :"Us�Q]Tw(5j�M, 6in_� ()`�1F�B(�  `runK�B��Uzun_es}FFQbN a `T&U�:�M` object�C�W�Da ��&�1�Nmethod�z� B�CM�*=�y&�V[$flo!5eJ NVg,B Ase-Rl step�### 1. S�V"KV9 Run `<:� �>&�J`�j.x �Fa ^%N output! sist�a OV }"oHeach �� ep. For�V, suppI `df` %b| F"U ��a�Y��kg"�W�a)�toa�: X Aɇ F�K�]J�*)'��IA*�D�I9�EF2"2�F:E2C��EJS: � JF5�h,B==!v5DR>.B^hA= �[rpr�R e�struc�Z�(�s: -�Ie�� (unique id. }A1ad�[1xIS.B=on�: m �Vs:�g1i,$ (2�%V@3%,K%s &s 4#6). DuU@�T e�[, a Acan \Uy� �I>NG\0s� been-��us, c f]s�K! leaf E��K�G%6�6/ %)tha�[e ��P���F guis�Tm�2@m=0o � 3�MQd `�`� `FJ`;� 41�2 6 Z@��##Ő� �)��� �!  descrip!N*�ņ64, 5a.2�&[ takenx �e,se�O`lfW`�Lhe� �%:�B�j*ή U:�>�B%J�:�SR6SRW )p�D�� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� ��  �"�!R�!R�!R� |�:�:�:�:�:�:�:�:�:�:�:�:�:�:�:�:�: �6TysYma"�U�c&RV�225d6s"1P"� �V�1�1>1False,1,�;R�����������������������E�&�P .B �hb��1�1�2y1 �bF�.]a2� �dJ �B�m3>�m�m4~m �-B� h1� ��2 U+.%U 0z"9>N"�`"`"  | ��I)id:��B$���X#̓�B0 \=I5�����O�8 2. Step throug�*  I). does v:�"�*Ox bug,�.W �� '&s"� tepp�o" To K?,��f�?%�K�s` extrac/��gynBZ Ge�{Z mF�&��#��%� 2CB�f��G!V�s �!�de `5` N�``�; new_�ld&�&5�S#>F�p_tA "�j`:�Onw�C%�..%!d the F�ix�< �&8� O )ōR�c ,�ovn B�ToeI��,"Nu`� � k v6�to_@Z().-n=1�nekC0A?">&�R `n=1V�m:���1l�&>V�l0C*10.�:` | ].zl ` |�# )� Repo Fix�&'eN�a ! est`�\/jt.es-F\access�"O�!�\i]'in�x&adreposito�wyouZ+wa`ho!' in yourOtX�!"TqAx2�� imad"�,`q_f �` parame+o>c��Zy�manner2,!�p g'$z!Z ?r!7_ "_�Bs(.�:1Er!�s" de g��,� passi��:���n���,ypeHs�`. Plea%k eferq�SDK Re�hto�^�a�&hi&�_d!� pert�$$!#`�` clas!�t)crd�eblea�zrE:E�P�-1D/oM&I� QE main@$(#�icrouyll-s!� agedAE; team~#y�, D�xCnVg��%�# O�t�O�t M"yjS%!�en!d��FV�k!\��_A�.8..s&}g-a fv.o� ���m)�"a%� !��S�jR fv =6�*�r�("��*T s_fv"U"B�_ k == y1|�! 2AB {allu`mJaNam's ownA�agLmMg!rm�l _+=6z.) �0["g�u= "1YEngine�}")u# A]�Yed.�+ m len(q.,) > 0� �>�� UnitE�Ds :::note 1. Ifa� c�|E��5!be�+c2�u 1i� CLI� must/insta�ns��"��|0"b&and� �-�@ =�Py�x$ 3.1: `pip'I[p "]'`�G2vG3.2�J3:J � � ==3.3` 2NeRift,%a%2�t�vCLI)54�com)8 -V rift� 3. u�"so��sas:5**�" N�)`�_vali@wd_Q ��dD$ub�# �d. V ;[ �oir�B��o�M[APIE�a C�pClu\% N4�*o�3un٨inY�A�environm�1.y{TWPfe5I� mock>$ s **Z$�f �ion**2es,�J!�$}��`skip!9ing��� A��2�.set("TECTON_SKIP_OBJECT_VALIDATION z�z�>Fa� %3B-,~ rtsy�!�J�7!�in�r� ensu�3�0n� ofN1.)f��oWlde"� c��� ,,in file path�tch�!:,pattern `**/T/*.py%�b ��,4u uE�e� - 2Ђ`:��( eIcpp��S� iJ "q .�'Jy%VI# ]G3gg2w�^be madEX 2k0w�6 �d2u�`:Ny:� 'py "See!��):UAz&� s�ho�,mor��*��� �zi�qM� A=.TN(�lx�%m�� (���W)Rdc m if�hseigured o87"� serv`Howev�p�ue-ru �q�6C 8s72�� aq q ��`-- �- 4-�` argu�= . By� �9si�o�'arkp7o �����j_B�C bash �B;V� ���� a�R�R�Di�4ly {#I}S9avQ�h.�"��ed way��adunf ,0i��a be "�}art��a lar�y� suitI�a�Q�.1�,�:� cas�41.���D.C be �D�I:i@ `r/` flag"��WBe��ڊ>�K��2�Mli5w ��!��etV�tOFFLINE_RETRIEVAL_COMPUTE_MODE��5BATCH6 �� vari� �M``I�-]vj=E� +Fi2SR�=true I�|E�A� P � or Pц-Based"�Views3�r�1j i�>Bq�"�2:d stram<4forward All we)��dhe6Y�a E���loQ8dI�eadsts/` de�or�22con'=r>f�e�%s���1a�� amoun�d high�?�J�Ryst�m real�:�m Attribute.C:Їloa>VInt64H8p%� _X��a�eH�chema.�_ac=6�( +"ņ �", v)ņ2dw_s �s = [�(.H�_ \ _is_!@"�]��R-$6���}v�?*�1�A!�s� as " `if it's w�.10,000 @R��� v6��1@V��:y�1=:�U*"="Whet �eN�i�E�ed� (o�$10000)jV0secrets={"my_ ": S(scope= ", keykey")}X�=Q:�.x�:Mw&�ntext�I�!�G�* # Af &_ �&?QC S8� =a�k. �s[��"]X }.��()Fdf2 �:�* N�[q]�F)~$.astype("ia� z df�BW����v6�,��can�ini��쉄� sa~he ne�ar?�60=� %�E�reM�� �}e'rb770O�P6ul�6`Mock-u=�bF��9t )ps or y �; �fiA�bdB..&�"� *��xL �� �Sa��mj!uÍ � ing2g{�2s.��:.py ###.�Q�=, �Z2���� �2��6�'�E*J!?��!� (' 8')aHinput*�٘:_v�f8�Jf<m.!�=� �3({qV: [124�>H001, 34235436234]})i�#� a.�A#Q���Y��p"΍�1 =.@(M�:9�M_ ue"}�;act�=2�)���.J�;�%��B=& �2P-/":2g �C"�;ex,.�%} )=��(-Nu�R�.�6�!�0��1!�� Y.aVan�w�Bme_.�()9,u�9�A��-bNS T�� a�i�<Py7!� SQLuO�=�=�A(��ab���`�cep�jweR � .,Java Develop~$ Kit (JDK)s t��pr����Session"�5!!M��*h`l ?yonnecE�% 's back&M APIsW~ify��! $ hermetic *I "� J�a�yes*�F%�"� ��yse�����deKH�at"�<!w"��at:zf D��X b���� &����#jF�!��HJDK�W ��aV.l�Jire@l!�, 8 (u201 or �r)AGJD!11�Z?�caum OlderG> ���M�Oracl��help dI?er|bug�Fs in oTsystem.XheyNAup�D k�st��urity�ch nd5 5.H��din�duc�.2I��K��a�%� ]tMe5 [r@bricks�A�8](https://docs.�� !0.com/dev-tool� -m.html) m��::: I�%!�!�v�!/(`JAVA_HOME`."fMkS�?r�M�@[�rsj&8f!5 r<� 2�s:R�6;Batch�F��8-Bm�s_"0��!6gBf"�� @s:##�M�<$good credi-" i%_has_%_ %j^ b! ��,� Bool� <I .ent�|� �. Ay_* . � _sco��8J Ga��)23��D}JaV�=.�ssڇN��Q=.x�>�",%5\���*�}o�M-AY Ƽ�1)�> -�fJ�b etF%e2:��:R(2H� �Z{.P > 670x NI)5�%�Ft{.\Nu{B?w�@i�M�.�>'ll�a :s� est.�#͚���_�V%_s�  [� :� 4.org/en/6.2.x/ *��Kis"� creat�� 6�. Fin< �d���1 ��;� some sEU s, ��{ �N�"  ���.��:ma�a�1exactly��r%�E ". Any `� �$��oU Տma�A��r m��, tooɕ� `NR )T * .����r�:�9�B�I.�2�s.NhN.�# mcard_i�Pr( R�m�%�� Z)x h�H&i :^ uid� 1�2 3?�"signup��v@1X��$5, 1)] * 36 " ��V8 600,�H, 700��v_.4 �j��ate�:!� # Sim׍Aa� S 1�" May 1�/�ou�H@�:lN�6;D%1>Ù%)ڌd^2),et_��2":B 1<�2= ���B�9I9�!��2E�:m@F�4 u J?�m����J3$lik�)��"�� ~w � now �w�W� �4y� I��,b L�7,Useb� v��K^V _ghf�Z�Z�Z, )�4�d4>dc_numA$1 , 4, 5, 6JXae�%U)�R���$kN{r��N� not_foundBq��,�<�䁜:�6��B,JH������8j)��*� �l>R��e. �"::�}�7�O�O����n�i�F�_Ja�Noǘ"#�#�"Visa", fNOTE:"&!` � �[�L non-�ߑc ord�*,��]��/Musor@ eA�@�4 void�>�!ko �5� .=s(= ؤ}HH]).reset_index(drop4�*h �U����CH.^'Local�-n�� & &; "�o + -Pd��R"�1. H:%�Oal J Yb�]%c�X<� or yr1� s. I�=a �<&,U eitL"S%ECH-�12orQ ate?r own- �. Here'L"of^D A�>`I� E2!I�` @L?"�o ", autous�)���͏ f��# CustomCi� ���~N v�on&*9.sql. �.�aZon�"UTC"�RL�To.�/6C�-�a�to�2\� )alib �oU�sfn �")a my_c%(:a� """R�n� )6;5_AiorzI$&�� """e�7(�.�*("c)^ jarsC -udfs--3"8&�+ + _udf_jar_ =`$( ��D = &uE��.b�(er.appName( � �Q~�.Aig(M �J��#�",short-circui�"�a|ttb��uto�� ct a host�PU�m��\5q�, R_ lea�&%n# error��Gs)� "unusual"\I� �iev��anv=.i*:�dri.*^!��%l �:2vCc�Or�! Rtry>��-�5%�1�( 8y��Iif�P0.stop�"�nowflakeN� (inz*)Dno�1�.9)|m!y�hey( _low�0'�to.� J,or:1s�"-��Cm{,*y,U"�= [f< packag*  pypiprobZ/f=/)X+en us�N�,��"#a .�)/a=@ ['��`�z�`, ~1"�"�be�_�-H~�`BI2����U��x#1���p$9U%su��A5�,�ZdK_�r�`"�he.E�#"Hs `SNOWFLAKE_USER`,PASSWORD�**ACCOUNT`�Mn:�=*� V ": os.F["Nx"], # Y�"��q'�accA_you'r�$A>�^i^�"G0worz ��ɯ�Kڔ�XtLܬ�!�au�t#cor*;� )`" �6E^�-�>��:FM^H (�V��} m \<9� b\>.U�V-��com�"wareh� ": m3$WAREHOUSE"%�6�16�to��4z@h#�!bj;"~ma� requ�&&� |- ous �torj'�7s �& Y"FX��)" iPUBLIC �a�q�� n_r (**% 2}�ɶE9� ��.9�<  all ��ac�!�A�`� �9�*%�?H( Ʋ�u��;� < ��&��Z�Z�Z%|�9�F�FnFI�{ � � %j5n�I�_d�l�l����n���J �J��� ��3�� ��������� Skip�s W��jU`--�5-F�5�9�7�V�/'"C`ɀS(�ofq $ s.M$�>�)�$� )-# I� libra���æ�Cfspace.�Iͼi� �M+2�#w���@k("prod� ## Load a6��4.��Aw2_��$(i h)�o�J0") fv.summary*[�f:��=&�)pp� zD%X-W /::F�,`"c�*�/dryAjJ�* K�^{ �2a giv�q"�"�b dful�check� do�@&F:�log�*ѽa*��jobM"�)T�E$no guarant�tp |�/%asV�� +&Ee�0"7<�"� ��u�g�'J�F_9cA- W"� increP,al�+ fill$4��GFf�/0�D$_multiple_y�s!^�,&�@-:dQK�(1� �db�>penGj� du�+*2 (e.g� `1" &e�_Ư �*�`)� "Mn't!�cRM�c&R meB `���ٻ��� �� )Q�#!�>�.H/vw.�MrI�+uce5�-=V�� zuse^l�&5!�L�*&gL�vT0E� =jFruB,lQ2�!"�'�eR�!1, 2)6A0dˠ>}�|��:Ӡ>T#+|aVdit.� zK: | :J|KB-�KFG η>_� 3278485 |U����K$6:25:57 | ��� 1�(4699984415720G$7:16:06 | �B G2G,502567604689:�4:39:1�bG3G(93069195810��10:52:3�bG4G,7825107887086�20:15:2!2R�"��m8'"wM"�Ci} ��[?�N�(�N��9aͥ� ^ %sL8�X���e(gC�1`�,AseG J3C &� ��VQ&1"�2.| "&�!,"42345678901& > "ԼR�&��� i�2+R%>��R%3J�l����Z��t, ,,��2� #�Ai&-&%�":e�)�}D�s"cAA�is6�. 6���|��N���1�o2022-0��2"żb��!5F=4=MTCar&Q:�2>z3= Disc$ |�+NL �@=�d.<�s%a�b ȅm-,�q� �y�� >�&reeN al �R� �B�� V <is � Rd�-�|� eer�Sevl:\ GL iPN�=N ��.{B�KA�#�n<��ilsV�(�/ )V ���3 � 6#2� comb�E�xo���{2�alu��!numberh;L �at6K�y�7off(�>im�� E�io�~�V� e� of #1,A�N03�Un#2$< �D6+�(3^*3#.� agg_ο N� LN� !j�5��5� ,��|I��im�,#e�-b� &� R� �� ��n22250��98z����5� 21: 8�*{ (26990816968�{:@19:45:14 @"t (33775031741>@5:18:4�"m �@ 1{ %�%�@1:50:51�4&��'�� Mo�J �s�svs�[_1��\��* |.%Ԏ�Z�A�J6 -a*7 b�:>)�:0B�f 2-A�2I6E2^�+}�aA�abwA��au(40253984590�J��a��$4616159666� Jx�a� GeO#R��of& ��<��O�U rU J� a�L*�9 �#�� a9e '+�e V s� betw�u�j �����8�) {�J���to byt Jn�"��"$-the-fly�sjraw2��$�V"�!�&kD{o&�Pn 0.��0�{ee �: G�"�W � 2<!"� J5fv.R�^'2,�{1~�26= �'R�.��:�=��� Fc��*D&!_�c�[effcve��4��f]Fd� �i2�v2zJfh�K&K$0512574668^\�F0Z�V3��Za�����:0N4^�DV4b�146Nf� � �$6851484496�N4ƚ2�Vbf��A(39449575902�� �!V6!�Nf�!�%4(45984288995�494� V� 3!O^���R�) he L[;tѴͮ�\�ͱ :::d��r�?pe��ag^reason�@�;uC��onf|u�����1}��D"\B.V&�������RZ� e��lyn( ��/ ��8Inferen�:����>_^({_� 4609904782486"}������& Out:�2�F�4�": 1,R J"�q#7b$�z": 56, }} 5�Hi��i�09��z )��,�-Travel +G�^ `� `�$; / l�u��m�~a��^ /�um ,��� e�!�Sa��Key���I�Rj*M�],722584453020 i�* 2i�;�3:�b, 3, �0)N�5 6, 2o�, "z����)M=i���� |�Zd��. .Y 1 03:2q 2��B'2 6-06 02:3 2 2x c:�< �< H&3��,�)� �Q�BAkm�E��5�b2 M6N � &5E-�, .a �Mu (&a�>n �,)�B� ����:�� B� b�& �_�+�66n.c^<Z�ja��1 �40>�A�g��2� �73 |"Q$64I�R$�R$ �G$6��.�f� last2�OR�ZL$x%�J-� {�MO%4P,�Y�1 �6%8Yst����s� � �� mingW��k�h ej&� t I3�NUapproaY#��sz!to sen�:Yb(immediately�MifzTat��puX"^9>$�3G. �}@�K A�3"["t^� ��2ѕ ��( l O�0&�&-U'1y�^hcb'g �&� L5l�^�2{�. �\ ##�� a *,3@ Push;�G rst,�/ ����3  hQU=�23� t�.�'.�,R���3fig.8.gW"�K��S>��"�Z .�Zs_I� =2ea �:� .�/&aeR�via HTTPA� >8/ fig=9,(;#.� Z )Ea'9]nd& &PO%W8=F"3� �ur�z�*Fs&j�fibn��4� ^rL ��%ma";\{ (>)�)!� eld(*� *����.t\�Z[e,D���EvFf Aft�]ppl�*5*.aia?G*I�6r���%A�J.vK 2�#K=�o2�e���*irI9&�*_A�")Z��*A^� 2}]q ") eS����ing�R�E� 8 ponsT&.Am"�%2s>`B _123� UA":A�6O(.utcnow(), 1�: 50.75~Bprint(")��<���:", U "spls9� ) �Ȍonc�b&��-� 2  ��^e��� �25.50�WZS45$�9100.0T]�%+6�X>��)1ox%��9u#-{e�Ve�eK U�Tu��F��EP*(.�,�`f"s{g�Ti�@��9%>��ax2Hѡ�a�rj\ eb�� A�-ql A�}sy 2yM�).d� :5qq.qUa� Dryhߡ ing�N� �=�A-z��8k�Cly wri7��!: lR^b H\a�?R:I%��:�Y.Y75.25},�._ru � Q�"!1-Y-��9nF��A�?��M�.�o�b�i2�m @I[@-m�W*�l�nbe�}ia 9cllm�   � Q`� 9\' a [ tS�d ea&�Q�>apache�=�W/aX/"S�d- iingED gram guid�Q job� A 9>-_�A`*�e�1a`v�f2�f6# p(,_1_,="B�1!)oZe D;!S�%�Ru�c Is.�*F9 code�sel=te� eb3cel&�.JQu��� K�� �!� � �."L)�sql("�� *0T /� ORDER BY&� 4 DESC LIMIT 5"&H�<:{-�R# | amt���� B4>-2-p 7 18:31:2V54.46 :*� 087796178�,26:*73.02 :i (65038797707&�6-ts46.05 :31"(69966812581�t:1�59.��tR�.:211.�$���avg R� ������������ic��m��>X,~�F:�'%� � 9��Zy�a| \cKid_$ to N��|�e�6^��aE�1J' 76.4A�i�'&�&j�$F 45.yK F2:05:6�2�51:�u� F1.4a�.�30B�4�3�52.�0.F2:41:JBFu�4F64.e�0 1 04:48:2�2Fa������X�c �"2\ +G�"am!B180.6�v^v�u�u�u>u�%b�_19FY5,Y1�SV��a42���eU�1$+H(P ��5A�( 6 10(�����+�+� �Am�f"[a�&B*4�.V� j4��Q"h�^ f:M�,fD�f����� i[bifI 58.68 |�" �!0*� �]>:::tipHL �]an API�  to�"ce'J:�"�t���� *r�Z:� ##B�9��<� D�;c�E��>>)/�~*y�qV}#�NRx �$ 6�`V+Vno �or�2� =e�,Q�!��q&Pm�hx�Z>�*>U$I<es� =�M 7000}).to,_dict() ``` �python Out: {"transaction_amount_is_high": True} 9�### Execute a Realtime Feature View Offline Crea(�n `events` DataFrame with the request data to t�form..� A$ = pandas.IT({"amt": [200, 20]}) f �4s_df = fv.get_ for_ P( = ).to_ `(() display(7df->| | amt | �R; \_\_fY | | --: :-�I 0 | 20!���� 1 | 2I Fals�J| ##Vs)�22,Dependencies:# Load^a.fv = ws.�_view(j�<er_than_average"-�A�Run6�TQ�aa PipeA� �\Mock Inputs To use `run)�A�6()` onV, all6si Q4must be mocked2 .Tq>J[q,100.0}]) us��6�metricR_ F4_mean_1d_10m":Ah RresultieJ� A��_data={2� �":2N ,4z�":!�r)�R� L$} ) print( �M``�n`.?: 0JV��.��- BecaAA thisZ>de'sAManother2:, wA�,ll first prea �e ;ent22. We can!6 y\to select keys that willA��needed for historical lookups in order  ��V(to run. The�columnD:2below is�n.�2�_f~<)M�E�fr��=�_>Ein_rangeI�8start_time=date @(2022, 5, 1), end^<4), from_source=�� V�I��M�ё�idɛ_sum_1ha�.e�3.i�.4 B$6\_valid_�a�|to �]������� �F#Z s. |V%N��%N1 � 120.66j1404.69"F4F351.173��,22-05-01 00:.2���22�34.OF44.072�>4F5 72.035.���2 | �3.� 76.4OB181.4.�F#B60.466�a��N!�%N6� 2.178.58�183.52"F4 39.2.45.882��.�3>�!N�9.9.� 88.5,193.4.� >429.5132�38.69��.�4.� �� s �q�B< up. For more in"= ��the E��0, check out SŲ,ing Sample K��4and Timestamps2/ |J4 k*�u1 id_  2"P (33775031741V!,222506789984�B]n"�b�B�J� , 19, 51)AF*ɰ0�( 1, 2V�R 1, 7-S.�� h71.82, 80.98, 400.55, 66.57 .� � )�b�5� |� "u �^ �,:ŷ] E �iu 1 19:51:0�� � 1���L1 2 05�� � 1�$�r11 21:1 b) 1a��6b1 07:2 1)C� &� >D� �!F���v�2 6�:� vj:-%@)�I �>�]A��F0% ����F�1 ��8�F�Zh32h2���f�F!��zV[ J]n�.0# T`� compar�* ih against�|�f('s most recF< 24hJ>. . o�"z(�� ="�$50}, join_u={�G�v 4724235628997"}�t��:  ": 1�PY# SDK Reference �Tectonprovidee toolsdinterfaco per�L tasks such as defin�M pI s, access�manag y8objects applied0  #Store,:r�ev<f. �ra �<sets or batch in � job' To !�all, see Ins� Guide �(ur main doc:#)BStruc Over�!KTis tree diagram repres� s5of-$SDK: <!--�0ttier-ignore-t<--> <div class="d"> SOHs {} │ ├─Rq BB!ZD�PartiC�>b0FilterContextBStreamZc Configur)q��BigQuery (2b$ Filen Hivb �%'dshift^D$SnowflakrI UnitN�!�!� - Fun�sJ�P�%^�OPyArrow�(Sparkr&�&)�Ju"%˂�KafkaJC5�Kinesis^#kPus2�!:TypQ�WrapperF�seF��FV��r2Fri�<�E�EnA�v ASa�#}k6 BLog��J�� =�� ? jF�%�" 3�)�n"�\n$  Tabl �c$Materialize�^h^ )f:g Job :9U_%TriggerA42&aB!�$bricksClus��fiJcJ2 Json�6EMR�+�Z Rift�)BF��Output��ea�1��&e� +I9FM,A�mÊ.Z9g��1 Read��M{sb�AggregE{L 4EdgJ�U>agebL BigtA�^J�I Cach�& DeltbLDynamo�sOfÆzParqueb�|RedR�!�Nq Info:uJ+Attemp6sJ,a�.F#6�>F" AU*.O!�Q"6Calcu� >6EmbedE�>I"B >Attrib, .��$ion Window>��LifK ".E%@$�^ j SerչModel2Q,.zRe�P� 6� SecrK ��erGro �-�$B#b,sionedScalinN��c ^N�AutosFGSi oM � logiRou6��7lete_V6Icaller_iqity2��set7�� _modM� Test��.A1 Repo Workspr .)�B�w9B list6Y�>curren' F</div>V� end-->� ]�� �~- r n support follow��  ty� � M> Value� � S: x $`Int64` -  v/is&j $ed as JSONo j@in HTTP response. is b� 0Ddoes not specify a� cE� � numex�nd3q librae�5 t� >6� double-pr_loaEpoint 6bers. �32`�be autov!A�y cast2-�� s� ng. %=Fb32`%M## `St!*  Bool)e �p�# �: "�"`"?#" U0Array(elementA)HR&)8�ri s�nce,homogeneous Hs�4A/ ` b`!�e {` � cont�2Yp 4Ds: UE, 5 64 -, `�`� Ma`n � - **UsoNotes** j%`AtA`availt!�m'w+&"k �$only excep�Dis�� 6MJed .kcould a# e rawin into an a!��Pas L!-Nax las @ions.)/ �a'n’tq� Map,g uctC)X.u��les �q� Retrieval)Athena6uii�2: 2`s�$_sql` modeM�)�(fields)Z�%}a�1�%dis � ed b� �@A�`FM`e� (name,��A�)`��sVingle �!aepuctM�=Wa %2y`! ,dE�1V/$�E���i5�>�t��M��]^� z }It!>s�0d efficiently!a���!!]be�� enco~#I�Mp!gVU)ۮVI�n8RTFV �{�E2)MY�=rFif��Map(key!�,� ^���2E� key-9( pair where%� !� pre]�` z`-`.�%o���©��0�lva�Bc>X�VV��An�Z)�b5���� � sh��beW�annotatj `"_�` a����y%� also��as h ;&� %�s. IfBP 's Schema�!s exaca�one.��W`a`, ɞACssumesB�=a`o4 a�>1.N,a��B�at: *�,explicitly. 5Y�s! ��  [iso, at��4ings](https://�..org/3/� y/ .html# U) ��2C � R��age.ver� : You�aHly�-�\any&zone;9s � :� oY�sDto UTC � �SagA -��� $ [naive{�2$aware-and-I-�)i`Q��� ing: When%�A!�I�G u�% a=�Ba �a9)�� �]+a6 �@://localhost:3000E (/beta/sdk-r/ �-�s/S }Q�!���)�be*��UTC �. N�-�w6� ��U�V���:::T$ eAoy nullsE�G � � s. Cp$ **Hand� N<** A[m�$detail :::�� -.)�ces ##�O� | Nn*�| Descri� 6�"�>x).G` �E�ce` | A� �.\"##a�&C���n���n��`2�` �|-.�us�d%�beUzA�Q�l+ Am:�s!�|5�"0)�uЅ<D�� �in-�� � ion. � |<E�Z `Ze�a� r-as�' meta� , ���se,/�i�U parameter� v H�.� ����  cA��� s es�ial2r(!w�� ;be le22d�� in y~{�##&�s �`: A � ionary�  z� &� 5he�o*. �r � %* sQ3U���,actual=� . ��" inB� ��@r6_2!8r` decorator.�B5� �6� -�Z`J�>�a�aF�a�Ar�=2��6�b�{J{��f�N�a7Q��f���|  ��m�=f�|�a���������+����&h|�4``����:&*� k QG*�%a �Q� Qeam:� 2B MP TXvia ` rs`�I ���1�&`V� 3U Sn�or(>�R�"q�AZ.�-�J� c*�r�V^NMƻ �&f �J�n e"�r�FG��2� �& �J�:� y)����|B��rW7�Summary�(M }�B5B in�qTa6�in q�V". �* �� useful aexQ)-Q likeE+ ; sum 4very h� � � week." �3 an o�)� .�) s.�3Jm*�"��> Α�q�p:�*g@w* s�% @_ �� . Us��� �)=Q�to cr�@ � ���� �� showy�.my4�::.q-9tpimu bb*_-��>,5We,BE C}E�dP# @FR(' s=[ )�sQ3mode="s�(�4e�'=[[2 +=_�, val=�(days=�3�=*�4 �s=&Q5Q5L;7><=M"� ", Int32�fu@*="sum n�M!=aK. ),.Ia_a,>�-7:wI{_size>01>? 5)!.a�6�>sums(.�)� �-urn f"""%�SELECT Did,�%�,� )FROM {.V}Q�C ExE� ConsRhe*�e �@A�� <*�-�-">�:SAU�<!��� | ��F��3�30*�51jA51.�8 1j��*�2605*�8 302�:606.0603V07.01� �4V08.02�| t" Du�  '&-,�n you� ��.�E!�F9�y1 �1�.�"�compuB"��!�M�m1 re=&ve � #%��A@e� "F�. We gvMX�ho�@2�i2 ���dif8tJnFh ��2 :���as pd�u sCA1_|8;:d*�FeBV7:�21",釪 �~�F: �9�*o@5�dJ#8�#9�#2�):24�F6# ��9 d�G�2���.geV�Gt�2-�*4)�*�G"�Gb���R�\_\_amt�2Ed_�P7d_0s_1de���ab2�[None, v1]AG.��"�:62�Ja$1, 3, 6, 1FY aZt9.2a[ , 23B� aV�20Ja:[)4�aV�22�[1� R^Fj �B@E�2�22�2#n�6e| �i:�"�� ��s�a� ,e `__init__`Mhodj� Ye-  Me"e # a@;(...) #�IPQN|�"ired?9�2�+�+�+���A�6����"�����%�`͋� !YK2f�� �HhE+Q/of s, "�9n�2v�#�`�!���fa61�end*| No.�aul�(@o 0 (i.e. "now").>�end!�����������6� )�*�`^�6!� eachm#� 9�J0posit�0�0�0�0�0 i6tepya5J62�."��a+ whic�T�-�s Y forwar�$ʷt � primarily� �if�wa�o�2ph lapp&Is"I!,2E.�3� 5� of j� ��)e(.1=!��(% s=3)+!%wB#1)`. |%���sN� b�� � A^�x�����:*7�-�".�:,>ui2�e/.��"�Z��6>hf�B*��J�!�h!!b)/��J�  |R--- d bar_�on: 1 �PrivateP�SX $lan docu\4S7;��6� �(d�RrN O�apabil�7x&ires DF CompA. W$mq��in>k, have limi �2at"lR#l�,in fuJD�)releas�&See LA&!sF�)���7ly*X%H�A-ba�!1�*s !��7)m*aYom��soon.%[ &~#1&�zX�7qs �^sX2~Z[Z"�Gsi{6Jan�2000."%x�Vpage �*Z+ru7o�OF�� �V.K)No�/A -�a `I *-/�V,/ han Y�_en� dXUɾT/��lb< �U` if m6�A!� G�N��I�2�aZ� ��>�"�.{9 a ��Ia5)inuous57!y�]�& N�Z���Fed 42�6�.Q.�2��, ~9����:�ZA�J7.�W00,a3�E �QDe(*:��K"539X"�mean"��6�())],.l�K2_ cI`Bvjk >Nd"Ab�gD!� �MM�is.n (as}5by R�)��e�NTw�Z�,*�L6Tnte�, Q1���7��est��l[ nt |%� (d�o�B<�9 ).�W�>srPa�C�� � 2^ �- �8 �8 2�5�2�.2+ "�� <I�&$i&�.fetch�2��h-�4;3aGT 2!q�&�@  U e� `�`��$by environ1  vari�&�6�3�1file,A�`�&CA(^`�) mand�,|�#>� �a2�pNl� a�Cw4L.d�.Bz!.�<�AG.�(��el��a regiIed9�s��~|S��Bing�b4|.�~X�!+2��V�s��Cl4re orym?AZ(QA�A" l7; UnitX!3M!W�C'MŎseeu >m�9 �: wrap?at#�>6 � F�5.r�6��%�n�6��%�l!E= >|t��-J�N|:'1�]W)���NAf thin%�(per around hP,,%�"yBE 7#AQ|AQ:J0 Xp kn)(as `m6U _� ext f(d Dc�)b "IU�a2.rg�A�a�n&�4 �$��Yual �s c�%stem@acros"="V��mBuFq`z1�iewE �?eam.,PA�<V three [uA�I.�"`�:�<) m�:O5"�c`:�beginsU�)he�UiodNA9�edEA`�c >*Lpe�8 _inclusiv�B, 6�:Eq%�o� - 1 mi!� econ}�+`�.f}a�\C"� ))�es�E �'10 )R1 1�s 7�8 in SQL quY,s<Gs direN?(!�9�� � �G�E tom-�7�� RE�iE��H�?stNin d�mN"�(����,&n  ޾Rq+V�+�+schedul.x2�+� *�.�2�)2 �-~,e�ext��*'USER_ID,2AMOUNT6 TIMESTAMP*�* {* &*�*WHERE@ >= TO_P("{�� ext.�((}") -- e.g.:-;*01T�e :00+ "�+ANDt<:Fs�[�#�{2f{�+hC� �y� �x;J)��;Jp i�y;e�M>l;�rQ��)��Fdens�pDm����*N acc{=e�$r<�q"�5��;��;��;��;�F�b<B�<%_map��b0( ��{<"3  n2�r."92>d<L_1s`" J��o<Ix2S1.s< �fr���A�$"�`͔� r�\��ك of �"mad�Mz-v�A.�LPss��V�)*>`� as.S�2��HR BL cor�Ode � ��D 8rPm�2e��a.��E ��Nm >/ �� �� � �� 6 ��' ' ��lC�9� � � 5}(�� �!$J� :�Y.,� ��� a2m"� ms�a M=.f#Fh �#^�Zro�= = �O�%�Q �� � 2���-�6uC.�_�[R�p�p.!Q� z����.�>� -job5)2� o�GFH�2�2�Y�ed.�!J`o�\-s?Umi�>�@.� 0a��%Jn L F���agB�n�.,I�qo�Ef�S~�c�\_ceK�+�� � �iN | ~�F��9"� >!�Kh�5� /y is�5�p/!�.52���� . |�%*�M&ld�p�W!.x~� q.�^6^�EP9+%�&QI�*�7!`!�GNW��'"x%�� J!&.>_6|*�  * Lake�"��I�ݴ^6"_>\ (�Z��:G`>[' �#� ^� [2-`.>] )DB�].`6>^*�[�~�-b 6V‰�**�"f�!�~q6�eFIc>A�a 16�A��NicnJenisis>L|6C�"�$|>icʉ��6t�ڟv"io24dbZ�plad ebdof0i��|��u��R's:�<3b p�#6�1�&�V4"6G6Q` enumLowdr�choose w'&gthey �-�C�/��&~A�N�*�AY#. **g'**:WDrO upgrYfa2ph1.0.0+,TlWTb7�}&�VO �#2�Z0.LATEST_EVENT�` h(C&n~�29/o�� s:�FN: **DJ?�-Dus�ohe :+st�# %}A�M�to�Nid!�CZ � P)9Q�# ={ �VA� 9��A�$WALL_CLOCK) .�in�N�wkcl~�A0 � B���ose��de���X*�I�%b�!�Con�_4# Tile A tile!�a u�of�ac�� ��in-�'s.Z EnginwBr e*+]�� and� �%Ds.�Xp�oal-�e $)�scombi�Tfin�k� 3 = r� s at��%. �may,R�F�type (e�]& tege*��unQ& sum)� a �lex <�S�(Or th�1%9� approximam� lgorithms�7, HyperLogLog !�sI se�Rl6R purpoa5�/The($$&�^%pag6�u�-!�.(-�s - Ha�d m�$to minimiz�G:(of�owhA> mainS!�)+ �.�G B&� wM}�- both !�i�Y�Vc\.�o!�ns7 way�'o%eQVUe�>M�drKI&�3�F{"}%ADva]xaJs "v&�1-�3u�-> , rap- thanI,!� y individj�B. Z��7f�ŝb� oCM� 24 wA��can>�aN!�se 24 �2�pro"�tll* raw �C# A **!�le!.ile**�Jfixed-"�)����%�h�cul�, laps�:5�wX&!=l`\l�f�@{-2�{ beco�]�at .'( in-progres{$N*)0--3Kif�1!�F30)�d�!deA�aUU�E�,[+ bA=Y1(��7�'�$ut)` yet 6;�bUx�e)j-ybetweeRI9,���-,�/:��:�t 1:30pm�eGs>Z. 12pm-1pmoq�V :R�_\�E1�)l yej. At 2+�&Q.  vj#l�nna.�92��2e3nat��kew1G ����s�Ti)}2 �alwaysY3�cexact)i *�F@8we're�)�N�%�7 S aQ��)� t � tj1jly 4�e�>+aJ1 q1O)`��M1ElYa�-�>c.�-�%W* ead,��ull � (odat�*`.�<r5e� pulled goa� back��F�� #�High W� mark =6�Q{!�W ast (*�.)�(/fG�. Hav�a wfI�is fur���pOlea��"stale"%�T&q} .�T1�� a~+d long�M�^�s5b�,uld�3b� ��� /mome,e~j�a3av�ed duU ; head lagR N +�k�;bc�|y_��d@��"'���-p+�� %�@7 -exi�n(<� ,) Behavior: B�  E.system�i� �hA=5�"> gardjA""5�K-� a�ed 5���L�11:05a�T%ϵ�4gins at 11am (n%�' �E�6�pr� AI:� _cA�.r+1��e�s),E�At! tcheSmy�%S=d A� nfuMdA� Gs? expƌ� u|ata}��%1PM�(�en� %m�-�IqY� �k d[I�=ʆ����-�O,%�����to�(Փ7 �~%\i#i9��0!� _ 0 (�> gbeM��58he LAST COMPLET8% LE _o_�"!�am:�A ## DrMce�/New (>=>�&��)DDpk R�S�)s! Jp6 IFt�� w� rth��͡@, say 10:30am. So@?]�&@is 1hYm]!s�aFpmE�C�6Apm:MI{ ?pm끵 Ee4 -v� 4 G8c� , spa�*wE��� �"�>aS0 �8. I)�  above, e RLhc|� �+)O,2�I{� foRgA�-� � � !�b�2I�_in &hAV�n"�) �f&3siV�,�%�+ is `6� 7ac�p,.-)�RT �("� h3r#N!L� t E��f>$.�Q����61�(,am - 7 Days K2d!WH C�R :00p6Q�,: Mode ���/%"P"� "�:$`CONTIUOUS'(h�K����WNo��� gener�. , soNryn'o=a�%�!)A?� *D {mS.eo�.�;B�^BR�� wc�:w�.!�z;� Br] �Q��=���=���^�E:0��.>qQ�? rison Le���!��"�)� Your�"is 30�u� ��6s/(0-����arrived�S��� 5 aC42024-07-29T2:3A�Zak�6 ,"� �<r r( 1� or a$�Z1[io�00(`SUM(col)` )�(adE@��H�'a�/3(: .��:0 �WNAgf��ee�%�~:HQBJ� |�� | IA0F� >9�)�0Bh^X ��0Ue | =�1:3Z �W| n*+�� | ye6�7~B�5�����2:������%2J�(a�)~I��]2:4e�.����9a����F��z%�sB�9�T*01�<l��.,BP` ����-aso#��"��N, 4��{ s af�k�� AM�=c�9�Kd=���� �� F����s&�#œMxlay�y�n 0# FAQ 1. Why+>w��dj� ?� �imEeB-st� Drs' out-of-the-boxrience\1 alig�thM mo����W significa�7reduc%�d cos�:� �^3`=(_ _�=V�.:i`,�h.�d9]a#2�� 's2 E_ch� ofte/r{tu�N� �Fin��l-g scenario 9dT� much�hea�9�Ԝ�J� . 2)�can't I "�6� !�f7>  � " 7,&&��m� SDK (?�4-I-chx�c��\*d1�&QB��dB8 - � �2� < }�Y 3�u: --la*30� @~'#mea� � !/u�-� `��i�d� Pworth��we!�I���E^, �e�E! Qa*  yB��9B�����?~ issu� �worse M�-:d�0�Llar  3. Do�any pla�4m�c��%A42�� MY�M,( I add �Ea�Kto{+K som�< �)re!Pd ^�_1F.�al X|( path. 4. I.�PeriBE�!�Q� �"g�e�al�X!(ategiel�S+� I do%��w  fbya) trol_up52�=�v �{� ŏ&&�pE�L ridd� .� M7,&Aef*of�beg O:� levejF, S **NOTE�!>ve�e:�is"�0dEB3>a�,M %M!��R� �$-term goal!Us� if�!<������[-e!cy>abash $�$l -X POST [z ://<s_=ter>.:D$.ai/api/v1"Yx�"ice/get-� s\)4$-H "AuthorG�: ih-key $TECTON_API_KEY" -d\ '�a"� � " XZ5l_s": "mock� _:!8f"c��_mac� N �a*��1 1}�n "Op!��"]�*��X" = "AGGREGATION_MODE_W6$"F&B� " �"FE� prod4f} ��i#3Tri� An �&e�� >y%MANUAL�L`NO_BATCH_MATERIALIZ�(SCHEDULED`�:.ns:>@AƎ2�) r�h6�m)�=j��z�4=�.� | En�k�t)� s$t����1CN�R*p"��$*� �"�2on_�+6zJso:V��z j� :�zE>���zon_2�  zF� �z6�EM�z�REfi| t �z/$.�_J�|��-�"t �G�  ��r&-JCo�A";| Yb> d� E a d��H� �0;z�=F W<([`Union��Dtypz"� =)[[`str�Dstda�s Fstr g[`int�@fu�l Aint A2��C9 E bool�D8 Ckd�C%�ant �8)]) –�� M %�)�.�&�IpAndM d �B��RIZ A B[.���l�b�K �uajv��IN�m��fH� Rs2� !C . |�Server���hZ�^����EN�Y��`N��F6:u��/A�o6 �>_�Z a-� %� 0"t=�+Q||"S>=�9~�S��? ��� M��KRC|~Hn�Z�.�6y`B��)�>�!�Ԇ��� )�)�*' �`P���"e65�FnYURed fa|d  � �����! 1�n����`O [@)�*E@`d� ��.�O o��%�6#�>H v:6!��~� ,Wdunify�ea�!b�v� K2�~R� dA�A�2, ف�9� v'TR =e�cVBA%!����t:�; ' � � ��I�!:�k2��E��`F"8�I� >�ѿ&_�s�le�O�S$(S3, etc.) \&t��\: t%NI ��R2��`��6 \��N eX"R��A� M[R 5NXW6ã��6NW X�Ty �U � 9 X �.iYi�6�NZ (�D!J�_�M!g2!��Ms`�<.��~5�%�`�<M�I ,�.M&>�QRL'-�Ing�API i gI!ح8&�� ��s|�`� ���+�_7R?�2W��0��!خ�nҥ���`_~J2�E!�cl�aZ\.�e�Q�A��AF%���aROeB!r �i�b�if� ����MBN��M� 9R! �ya*�:�R�BT���� :V�|�g(D&�X>��"`sF2�` metXv&n2�b!mova Ph[,X sdk.msX  �v" Q�e�/r S # Se>5 /aܜbook E&^_F��a!�scV��VA��~�~�`:����s=te non:�jve>�; Us(� !4�a:��)tro tV9#}d �VKep} auQ2ti\��I�2�n�lƣn| TsXi�> i[2a�aei=1%,�.7�$+�ke# z �H�f| Clear8!%" cred�a��rom%D_/-�JSsm� w�9��x]�#��b.%!(�p | >m� CE�n�% ut m��A)�'Tv��WK)SŲF h�` �".2�|�pVir�]�mhArchiAur� �)a#|= %�" st aE�C6a d�ed SaaS^2� , dedEdU-tena�/ nfra"�@�&customer�$ ownership��xpg&��!l ^�!B�!indZ�]R" how b�46>��;#]�4eploy�"F8n!G,2 il��"siY�Hp3s-_b<@aD�Ac�(�C1 Cloud . !M0S6��|^� a�v$"p!p�$C&it run͗5� 2� & VPC%� e ** ��0rol PlanM>+�IL"�an�9�7!A �!pt wel�"a s uر)n]Fi�7T��k>d5lso��|AbliY��ut!�re( 8"tiO ing)�wS �" ,�at�#rag�e � &� '# V�)�V&/Bak�2�#**-� -Y�$i�/�e pq!aOQ� f(or!.Gh�%I)��1z�q�'"diH9X)�|)5�P)~!��Aj ��(A� Appl�" ion*�Y�e��� ] "�s�A�e / ML tƃ%"��%�)@[O!�&<nSvaF%Z )�Z4deF+ �os��� rÛn��^iV`ir �c2B. Addi!ally,�3�:&/ =��A��P���!-%5mP�voQ�l�\mP!�up��24@;8Ab)�6�&)�E3u�6uruy3 <e;ce, s�����s�" velok+aIv2���;@;�I�a�encryp� byX�|I �D|!H� ,with U�ا��E#q4m(�4�EFlow �tF$�%throug�)e#!�G:.�� eí9�Q\�2W!�ef��!�m�B�: j.!��}l �i68gm�i@9A)��(�*T!z.b ���� Principal)�N p-s �*�aoHpr��U�d.\-�Z��5 ulfi]AbyQ1 )q,ne��aryW'v6%� -)b( )A� 0 2X ��i@]�E���+)V�ur�+h��nal�� �?N� -�"ѩ ��:�2�6 �iF�ina�--J �SDKA�!SDK!y"I� � � ackag� �"� )H,BC: &�*6nA��,en"�.��o �V��8�%� %�B�1�1%�%O a=P�H�  Remote%D� Ged:�7"�HR?� �f��Rout�Xu?loJO�l�Uj�m�n !q�Tr Cӥ�24C�\��write�Aa�*MF.%!� U~JA S �E� �  HExterA��m rs (F( +MR�:!3 qn<1�rFo"&:1 �#s!q� � ift �(�OF� ,B�c!H!�?:MM��1D&F�� G2xHv�B. orD')V�e���Yrt of2� prV� job��np$-nM�'UkR(WD.7 �;��0 ## Hybrid Saa�*g lE;��  alsoa�A@a h9S�� o�"�@�U,I�e�O� � E}A� �Uv�[� z "�|A�<GaBag� tinue% l9M]NV **�6 �A|�}6- s:**ۧ�S!�b(K�jdard �9ZS d9Z)sE� at)��r:(NM5�1`!) two Gj� cibar-bOd F� l� l�rd.�a��E samvas'oWJJ �,B� {e�-vAin�. ?=]organiB�y]nh!9r= in�4s Ag igh |�!, q ma5n5� Plat�b�D.Y��&���&�ublic�oew&KEd3d2 i� Tab�b'@theme/' �c Item O# '; f�� ��6�PL�Q s={[ "&�f} !�.��A�to)�!N<2�a." ]} /f׶��C���QnnsG�1q�$ er�Q�!�e���*&G � 9͎Sw�&0��*0.��-����ASmei7is��Q�% RSH ����aSira!.�)�� A��d�bV)ma�~�2_ ]�##$��� :��m��edIM�g�r1� bpH\8�8hѪ sens�9= �%�N�ԵE� !���`�IT��it� ����&� �ae r>+LBE8.�o �1Esaf�C** [-�";�J~l�M ages��Q��r Z =j�]�I�p�per�c� XD**A � ���!���nda� a�er�E�g�5!�by !�,Hi2Uqor�OR-g0e< +Wdi�m<W��-4Pan^�#�d� �ran�z��WAt�h%@le�'llA,yV dUa �  , grEaQ9�� )1�n �etA�m ՗c�� ���YE�i �HASea�|�8. ޕ7="�E er">��mermaid^�title:� ��lU�;5�i���!�L�=!ch� LR ��Scope["`� a )� `"] %I) ["`G%ssּ  5#.9!m �["`ƫe g�%z ){��  ��.���)� �.j%7& �um�8A5���.`V:�� of (-�keyA��YU V s!D\%<��m a���t�y Ss.�F A���orQb}9TQ� so i�F good ide_ keepOI��be) in simila"�p�[��byF9�qp�6QgeN, Asw�m5� ��#  roETt�� �x��c�ounts, "�,2�� `-��ie!X�Z}�. >}",~Y�: O|����:�5�|ie��srolBa ; %% Nod2� �E*[" <b> Qmz$</b> <hr>qG 1 2 ..."]F:s(("`-v `")) :�Jobs(":z� s") Bs((%�=u�s((9f)) ���Q�a�e�IF��F!qGJ�:� ## U� )Gs ���E�ֿu )|a�R.op+.TR� , up)w��de�2,С�� coF� fam(�0or <a href="/W< -api#tag/ �--��T4-noBrokenLinkC��MsUice H��APIs</a>")A. &! ��&�]���m���|�9f '!$ inse��B� �*<=%�1F�B-E( -s my-demo F/�>& -k7EB -f a� .txty  �not�� - !���er#A�5�FoNQ�T1��M �iwe avoid3A'!^ �U�>sh'-m S�yt�I�&f,� a&v(.�1 -� !� |Vu�nofYcI�@nk� tooJD7 ailvS� ��brMi��ck >e�~lQ� ��- d&^ � 7Y <*V,�2}�/B�or}�.� %o � ���!��'t!�"�to�;Vdo �"< /%�� �S. lets?substit� n�$siYu`i�()b��s 2.�yjMw!�A�2� ��r�Cme�7!4=) var��A��a!�='�"ViOxa�%���> ~I�="rift_"C� " label="J (&u SQL)_ S� 4_d/�� .��@="click�(.3 _dev[@�(=s� Lurl="�*WAp=.V �:com \� ,base="DS_DEV0s8ma="CLICKSTREAM:"�/6!�UTSF�houbEV_WHA�="my_+M� word ), �<S!�J�m)5�P�s6�@ $2)� �� psql!{nI�:B post�_dql+psycopg2://scott:tiger@e�5!:5432/my1b"}�_� lT}�sqlal��yH�_ee � # B�Kr�ClCa>����� f&�Lcon =6e�[B])4d��pd.� A�(�* Fc�myE"6~ 3�= dfɂ2�!�s>� > �]� a��;a�.� � ��c�ŵ&*c�ked����N2B,a V�o3 , j�"�[ g�G%���y.�� *�ed� ���쥸�s GH�7f�__!l er` & ����CqH.9��SDK�%ec� � �&�h!a\��w� AOS;te�\[H* �& aQZorH�Q.. P ^sWdnvi'�quickly�to�ng befL�_�i �I�jI� �. NH- �Ls��sJ_�&-#�Qo)`��:��)B)�"h !�˒܍ musA�v�R�� . H�(u�I� �� !a���!���u]�]H-Ao.,a*�4ŗ�K�,A>��iA���=��PJՐ���G ( �)Us6~ `Jt` "$�z��/L "�A�l'��$6z�FM� ->2i���o�mrevoke%�s� &�&� )�-�"� � or �� � G�Y�*� T�dA!3��ll ��"��/:%�� er, writA@�I�H�#���"�� �nper�s?~le�bX{.*$. Everyon'"1,d&��o� :��e o�w�  ��u.��F�$he-�r%��2�iOy�%Nb� 0by ��%>R��AA� ��|�-L�  P5-Y �|e �| W%��r���gu��� �,��/.:�/6n�/ >����5� (�Cx-mla� ion)>"�6��>x.A��<E�ed�*A�aV�ue�6@|:N�-.6yD�b^j�y)kjK� �:�By.O6�6�Li�[�keyNa^�yA�q�~�{zyf�8End-to���|��V���� walk��l�� <wor<�p�k%N�� new�=*� ��&A�E�&F-�#M{��,-4��� F� ,�^4Z��G]*�! � w��� a ��)�L".� ��"�z�:(���"?Bzk-sE%S6X�2TP3�# S&��!�)!^o &D b d ��<�   ?rC�Q��"� \mdourO��2Tp)���������ʥo (E="U[I,",�&.A"K Q��H8L� ]�d� w��  MG���(�_ds.ge|�ƒ(2�.head(10W�'��gto���e� �Z�-Q�� A�.l ��Ga%D�� :��%) ;|4�P. A2\[� �+-7�, w���q���I��T�@ "� R-�-w�z - 2� -c>4V pply��Vals"u �@"?0 �6t�s�/"� AMs, &�-j,t�E�r)�=�PMoL���r�i -u[@�6eRr�:���R�g p%?01Ơ:m��R��s 3fb1b4cf5bcc45f6aeed22c540f12345 Y�Qfl��Securit����( implements�U industry-leading security practices in order to meet strict requirements for processiG|nsitive feature data. This page.hvides a summary of Tecton's��and governance controls. ## Network Co H - Virtual Private S� accounts run in dedicated Cloud Ac "< & VPCs. - All n d!Ltraffic is within tha ?,�all�0nections to V- re encryp�usgTLS 1.3�Op@al �� �-integra' s, such a�AWS/ Link)0Ident!�&�es%1)t user5& �Tmanaged through Okta, )�{<strong passwords� 2FA�(SSO & Feder%e|.�%H most PrErsy, SAML 2.0 A OpenID Co%`lCIM U�M�A� (com� oon))Data GUNA/@Robust RBAC o%rs A�IxDacces!�2�(, or modify%FM�$Platform A�9ing�Completi lineagejq' pipes, inclue�@historical log ofA_ zA�McEa>�x� dele*0 APIs enable a�� �eb)�%C)PII� e�Uh GDPR=[EI�ion![ �IM�edaxthHCustomerM�m>�alway�q in flightEat res/q# TI4r Keys (CMK) %h��qpionH�N Audi!�!�reh��v�p-�~L-�I a<!��8Declaa�ve5Ӂ figuon-�y)=nli% & Legal m�maintain��^�certiU .a tactq�for o��$ial report�@�- SOC 2 Type II - ISO 27001 - DPA9%��X more - 3rd Party Penet �8tests�# Inte�=(ve Tour imsE� Flow�Tonent from '@site/src/� ; -ill���� /scroll-i��+com Es/A�2X ' <B postLo��LTarget={"tour"} />�"� What��){?�,YouTubeEmbed� ">� Yout#";5�@helps teams build%K��AI applu�in�-du�1. It'�Qw t�0makes it easy� prep����E� your[(models needɑ(then serve K .reliablK:.��nk�p) a�4bridge between 8raw ���JAI ��)8 you: 1. Trans�"9 into��@ful signals (call!rim�` e!��s) � :r$ can learn%�. 2. S �os"�>O!P�-<quickly�5) whenr they%^6!�!�di%�$s. 3. Keep P trai�E%t!"pr1� 4consistent, so 6 �lper%, wellA'!�4real world. <2�V `oId="v12U4zpPl0c" /> <brThe!k4rs who develop��s �� <generally either �sciM sts �achine)x�Renginee(MLEs)U�y don't�k� isole�. a�Y cA�about a%�%?ref)Q! %UA�i�A�useu %�,inferences--!%�Z!x tant!� djus�� Uused byX . improeQesef$. However,<yk�expert��]( infrastruc( or4 �"  �prL �i�it at ]Sscale--�! �9� rely on M-�La+!�E1�. !� sup����Ln !%U*--5Jtyp�ly�pA�^ �e A(re MLop�2�&�5��set upaddeliver � t�! MLE�foft���ultiple)>]�@ �  ddsexof!rjec�-##�� �� alizE�� ML M�w A ** �**�Ra measuru proA y!�cha��eristicuPa phenomenon being ob%�d.�S !1inputM!�3A�!2�patter� rom� !0to��y. T��ere� A���!#�業� specyHorm) Au�!  will b�� d. AQ@��be�Vsi  as AF presA8na�$ attribute�  a� r’s locz� ��Un aggreg%j alcu�jEn aver� dai�& bal� m�sum of� last 100��ns%� E>credit���� Here��n exa�)�M)&q!�number$%tYvzhe x30 daya�(```python A �e(�-I8_column=Field("R",� 64),.funŴ="�" @time_window=TimeW ( _size=#delta(� =30)), ),� .�� i:�which�� � deploy�} s **��**);�AuE�I�-\ Ae3 t6�to MLm)A�6`e��d� � sour�deA a do� -ulanguage�� at c-isZ �P�)a�set up�,9-d��� sA� ches� e ma�A�� jobse�2!��rvaMendpoin24 �iE�lla]�retrieve�x ��� . In+ , a� view** �a���ofU)ґ+� ute+ YdZa&%OsiO$below, youe� see }mM |,Ml)o ree � .b ��e o n�difWte/� iod! z�!  `n_E�i�_us`��t� individ��9 ��E`u�he�A day,�FI�9JS@batch_ j_��]is=[�s_.]�;��ti#� � ="pandas�c�_� val>U1���lstamp_f��=" M �s=[��:�/�V&��.1�-? �����r����������9ř� �M�onk=TrueI�off:MZ_start_!�=date $(2022, 5, Q�descri@="�}' tot���a��ies�� ime �[s, up`d� .", ) def��N/(as):�.[2�] = 1$return6+["a�_id", 27imi�"]]���  d� direct? '-6s���s�� stea��" �ic( collt 67 toge|� w <n��ԥ� �nl<������Q�"R !��s] \ � ��?9�= � a�ven ab�W ��T � don’t"; know͝ Z)'\l� �� ��e z �� us "% ����ropri O -v. ~� ), �5�s�a�1Z��1�z two�2��Z!�toa ingl �ng �. Ar� L�WfS�ce " `_�.shared. Ts.ad_ground_truth_ctr_d� _7_� !� ort ���4a�� lV�eg�0_ad_frequency6xv,�pad_�essiomJkN'f %%� E�_M =:).name="V3��2,AF�ic�dU�a{a CTR*hiT�$�۩� � ng_e�d��-�.%#VM��h"j A� a� Viewd~�$ \ M� ~i 6[qHdouble-bracket nota� QyN�[[� ]��]!� ``` ���um .�wo%Gs: **��**,* � a l36se$%ata�[ Y��.-� ;�� **)�tin�t ongo!�� wher�awof1Hs {ety� ���W�zELita� c��!�EQ�Tg��,pN<)�"bCA.s _A1E arrang��of6)!���"�ng how ^#k��set���*t &(_ ##�blems� $ Solves WZt*�:��o�faA mmon�llenges:r��E� t�too lg��Lis error-prone - Get�fresh ��{e�*isZlexKslow - T2� does�m .=Z,Szcpo�h� ��< -{!�u� ,��c "%reo� I&� becom��as�Oy� withA�Y%�%�Why!�T%�L��"�exc$ a_$hard technAS�)��ML Y)����m!� 5%�**2�,ng**: Highly91t���h��.��%s,= "� mpZ-�} at \<5 ms 100K�!�lsA�erc"ondr**� �"� ��C9�� ny� �  (minute!� to years))�milliseo lat��, eve� mass,� . Wa�o%�ut{"�*�  am�N ��7�s" � t�> s? M handl, ij#amlessly) Rea1B nd Stream!�1��uɜ!Wri9�� o�#an)Ix exec!�����ly both��9��&ji͚y�m�. N��^$uJ�b�*�Q] �" d I2��Focus���q�,�:�A� �1V�#!���n�<:6 � ^ 1-Z.� -�js%�aie �toqA stor!�g$ moni0"$ng. Built-� ptim�(s like autoAuJ!�rd cg ensur �st-eff�$v���E������alE�heam^H&�"BackfilleZNe�v�te *�"- valuJor a n� ?1y�|/y5��-in�cor� b�, sav��?)bwri�N2��!&lI@�8ŷG"�2ABAut��U�A�z�`%$er!\ly�x�ݺ ���limina�!sc�Jpr��S g-� �'kewg"Who&%��? a�an�EAtl�� an, Block�_Plaid� 1qto powe�ir AI 29  Wh�you'reyIa fraud=risk de� �(system, a r�� mend%OG�ehatbot,�^!m��{ protot�"to. fast�&n�" �)Ready�tGet Started? → Take our 10-�� Q  tuak�#,anc�"#e� c��c�(pts hDa\ d \�!�Q��"c#�'nge� Flink��Pe.� )**Apache 2**e� monly!�d aq side��ii rn��uML stack� WhilU� �-�er5—A��!!�a��ts� A�&�"�=~T a% �op :r6&too up�I**statr"z ��}p�% on**QrW(ɑ Limi�s� **Two9� on PxAvail�� ��5�)��Cj)� � ed p L�- U��a�� IC t��, - Publish!Z4to Kafka/Kines�na� z's Spark T�,ion - **Does�E �Rif�Pt�m��IV�SF��bA.!)d,Aw� n' t� t�x)�u=u-Ns%[archi�{u�1_X�2[ : # )� 1:-�a�F�)W�Dmermaid graph LR >[.�] --> L API[BV]+API-! [�!"JO�S[  6%�[ '@I�i�-F , � pIZ$es cleanediAsU�Aq)AY�]�G�">"�c&���utAJ$y�5�on1�a�curre�#not aqu A,VPC� e�,r V�AuAM/;environ<Ej#q� 2. 6bA>S)�\[q�!�%�k[MFing# ~&�E�m��p, �q �Afk��s��t[%0message queue1� Choo��!�R��m� |+���  |-]� |)>1O +- | |-6>N| |�3/,put** | BestE�< 1k � rds/a_!>N!SL9PM&Q-l�'n}| SjFG>�  |F ad�,o� 2m� | R�s:6:�! dEx�$ngJ cf!�� lone solu�V�i�.r� ��I! M� ��&��(P#- ve)dQWL'.�| �R\ ed A�e IfG r& "on �2�wB  en!1e foll� res'il�split�Ais>&'3De�!; ��-�?enrich��$ (e.g., jo�w metaX ) - Fil"ng mal� es irrelev`]E� *at4st-� �exa� ~'y ��Z0s raw **bronz!����o�e ilver**_ s,'s &c#h)J )�era�> _Furtr*; �, Please also�!(> [Confluen2-[4o�� e Sh�Left � Hdigm](https://www.c9 .io//'$/what-is-s<$-left/), >� expl�/)detail� .�!��"l 1L)ʩx1)�)<bef i�*u!�b5+wn� - � >�W͚�d�U�lA�Ic Appl� row� 5�p Aq%G�&� o$L��i� packag�r � a �bJM��%�p�� d"� 5�"�N ��+ * �h�a8ng�zA��2�". fs.�i6I�,**gold** ML-��"�)s**M��4�%"[ !�E�S">- �o+%� �0��&j1:J�*� X/**i�^� <'oM#ᇉZ&@ j� i� al%]ť��4r+t4��. {/�e�.� same1S��;warehous%�lak/(M��o"�9��-�e!ȩ$Js%d9V2:��"�RK\ AY�6Du2.�!yѩ[job!�m�.��," �I��@%P�!Q-�! ;)��3�*�!**!�]9�/!}�M��L qm"He2F�-�io��B�"f Woe�/��cyA�A �&- �or coordr"p! tegi� ## B�W1 Analogy{:�2i$� **db� �[s�!6)� %!u� lay�� �e op. $ e��1��You mi�6A�ga"v#�,M�L�" t�s (%��?ing�$�2���rm"�))� Then)'d �(1��� top �,�*6km �` e�-�5"li.�g���"Ũ��.��CLI Re_ !�U�  `ulon [OPTIONS] COMMAND [ARGS]`-�7s� FlagNR| D&r%R"�r� � Z |r�~�0`--verbose` /noy �*r*V!@`-h`,��`:(� e*��Janh<2�;.I0`0d� �[n1<s2Uop����M.4 Main�>E�Co :������!V�[�����`2y6�|!\�8lo�<�q��i)�� remo2���R 6chr!� he ,. | init6{ I`�\*#zE&"� !�`planJ~�~3�� showũ]A�b� them��yncA�| `�;J~Ru�/ "s�� ��n5 space` | �̀� �||�Od m���z���� !P��z�� �`-#--#J�M,A�A�C��Z�z-AB�.|��# sh�;.a� �8ab�S P D q  Zsh, bat fish Fx��2!�`d�3o:4^E� troy� reg[ �4ob�8�tPu��L�*$f3u�.�y RTFV$"3 ^��� get- er-i�D�vS�+3r] XKe!�au5?t52���� logivE:| Log!�A2�I6\ ��z�ouj�: ��!of5@�* seZ,�� ����m6�66Z|j)"�$w)@!er���/ �U ��&6�vU�:��J����-info~�-8+� ;��N��> ��figf� | Crt< , in�+t�!debug�� !*:���secretsf�. �!x m�S D��U�Q��#er-v,Z�UZ�er Group�I���E�' E�'�`-.3-=6�2��/�G�2�upgrade6�^|�yz"c 2�6� s3'�C?.�Il guid�+b� �ser��5><�3F3�ver�1��|?Lnt�q%9b��web��.| L�& UI�:b wser��.�|�z%�� J�  [��*� D� �� i Qn� �8.)�!�� B�/ r/ y`-y)ye2�| Skip%J�i�Bpr.��`--json-� TEXTQ�| OutpuA/M��9�6$ (as JSON)Q �f-'pat^0�8dN� y �5 -war �| Dis+v�U0�*NV� y" $ WORKSPACE; N�Le t4t&? =N �%est�MtoJ� y%�g FILE1i ��!1@�p  yaml%S. Defaul�%�x. (=�� root. |��L ��Tey:�>$*�[CONFIGN�Pr�MAF�par�$KI�g� >En�at D=��^��~�$���/�aA�rP+�-�-zR0J�KdR� e0is REPO_ROOT/N%�.x�o-�~�NP2|I!AM RAQE ig�B YAML���o{ e = 8 0hC{A��N�du�a�/5y/n`��¢��aZB�J��N@ itn �7tem�N2� taJ�@PA�� pe!�!�-o��=� Schema1'a� # Sn8y1�� !�.�U*BHQ�N��e docuNJ � each:Pmore #:0�L2X"meter.�?�+#MO�V��.�0�&�V3�Os.�5�_MN�C\ | ine_�1:l '0e one: DynamoQ�Redis Bigb W:{VK. ( 4, D�G Parquet P �>utF�$atabricksC�Qer 9, EMR:etc! ��_m6 _run� �(L-�) E%'0.9.0'�*j.� 6-��-rift-�/- > ![u���ZJ�+Sherit�M��0)H.�, pluE\ Q�g-g��Q�T{6��E`I���.…�ceZ�Cic �on_de�_: M-my-'�,��|r J� .=PATH] [����_�2�� ��.��(m�S�y&"ag�l[if�J� or�-ory. If>noQP� B�6�%?C��?��>6�!���T �$.�)NQ�-�~Ub9(� y�uzV zcZ]zL7`--no�]iv�in :D . ||.� E�b� 6"]�PLAN_IDJ��(�Fa�Plan.;}^lisRg 6"�Jx List( viou"�@Mgs]o!��z�R�z�9 `--l4 INTEGER�N"�Olo>9:M�nG . |�%?�%�NT&A�� 2����:fP�%#�� sAk !^�C2RPB�a2W`Aa!c�& ;| 2$C]%s N|�%� webN�webr��^U�>�Qz}��~���Y`-w�u�*!|&�F�~�`-p Y& / �* AJURL-KJ%�2t; laun�Xg& |b�<���-scope2A:�J'^� + L.&E8 s8/ete h%�Zg�_ (y�JrD�_n b v�LzD!y1�.z#8`-s)�%M�%g �ItoZ! . |�2*geRB �srG�DVMrv4>�%:�%:GZ4c �-<!�, ��-k){key-y1:G�GTA�2�|*2�fDQ�n�.(r���?2���%�ړ8Z��-|�JA� �. |� )� s pur�!n N> }O�( v056y0en5�Vis  )o idempoV^U^�Xn)~`"�HH�[X#fulD-~�zN����k��in{0�-�2E^�Z�Mga�Ae�On kf�� �|6edVJ�0 [) ] Se�a low 0 ]�z= ¥o� � �f`-�`}A�'hed"�A�WA�0M� J�\�?�� <�Y h� uldA�a text~r�on5first.�#no extra2*�]sb s. B%0?7mJ^of?\ �yn �`C an-a_jwm�O8��:� )C�Fg"��as%n�$� %s�=mptA�1~ Y{stdin��*so�Tay� ci ba!�A �> ech�7� |I ȥ6 -s�� -ka > c�I7 .txt�; ```k2�P A�vr r�:l N��a�N�zm @��*>)^a�|��A()N.�:3� %Z�  rk� �ET��!! �r>�pto � � . |�Q n)"+���� \�eCi]��6z�^Znz�T`�mT � N, "� �`I�`2��r -#��Q^(8j:�f2ge:% ,6>m��h;a 6�|�)�2: �sA23 �.�mpV�)| Put m �2|�#��i-N�r "K�*-*- f*- �\> usage�s1`�?zsh: �i8a�gqTS- �e�-�X �D(--zsh > ~/. 7.zsh` E�Fu2V�'(NoZed� �Ja� h�2� �V, @�uCoh-my�.) `�':load -Uz��&& ' >�zshrc�cdd�_=-�\�<� +! c.Z�>Z>G�.�t.tPVu��*r~�%� %,�A����#%OA�fig��R[$%�� /oi�s/It.3N���&�7��z�5`e`~q� aE�t61 ���-%ǡ�5!eZ6�] s>5�^5� r"[+N�8{+�͆���Ό+������!A5���c�2 crib���92'��F�:'���&�I6s�"" |��9�� %oB� :%9�iP �): � z��<_2��:n]bZ� J)r�Displayx�D�Qn"1�"�X6Xupq/gvih�o9Q�l�$Pca'T���ts�N`zusOO5under^o�E{1�e�6,f,iJwVp,� trac�mrecEt�9eI# Note�?  �o�)i��w�t�Vh: `"t"�#)$�g`Ac�:�V7mr�l�A�Ln��5 A/.���Gn!Qr-�: ed s�Zs�CG*7V� � n6vFis �bve�qA!czML . Di�hc4 �s�$6 may�hF{"�]1Tc hQ2:�)�R�F���F����B�(�F�`-n:.�,�K*�+2r(�+ired)�8F8.!D`-o �i�*|".-[-, D2�IA�HQ,If�"9",A�63.  �pa��7stdou��:U �oV�lo&�N+�{ut��q��1&-7�Pmno-op �<sEn�^gged-in _7f� �L �:��(��K7m�����!����DK"�}���"�"clu�W}`invit�I 2!B��0 |�%jU 9bj r >q��Ml�@-�:��ӎ!n �.nz!Z���JT`-ui�%?��|l;em5M��`2�!0NAM�0F� *�neR-s�Wed� a��~ s |�9�8b� r�2aM�������������!��.�J>N�J'�LJ�X$=�I�or�O>�m6�,N�:#Y�����+ >M��x�Bޔv� Jvz��v�`fzfyU��$-*�U .~�.5&%B�`+ u��9>� &na& 2z'Zy|1�VU JhV*]�0FEATURE_VIEW_��G2Oe@ZJ]� !C:8kwith Bdf� �Nj��V�6!�vk��V�6�.�*iN�%�8maximum +ofyT�7F��!`--�is-�1`�L.�9�`�js�j� �u�.9.|"{%af/*�B�F�7& sesedK�-all-�{�6*:� �-�qumX-�9bl*��|�G � >��e{:� b-�BJ0Ž�b�v��>�A>6i��>�g`-]�{ ^�to`T�1>=;z�[.X U@%V:� J��)a#u2f@�ES7E| N]. r� � a 2~�6�F�6�! `-n,�,5oM,F�%"�id \ !I�/c`-hBQG�f/�EE�s>@�bybv#2 q�~� -n "my_")#.@ID~>�"123456>L� b�(�:�. 9� MODEL5� JUy �\ ��c-� X. ��b�nta ?�.�Js`R � d. R�>0tT�s (�a stayUxA� 6$)@?�`�_�4( `artifact_�s`�`M!,H8` Q% igno�K�+ aI� Argu�:s�1N�T6�FAL�Z:6�F8 ����Z.z?���fi�5>�``J� ��5 /to/ a.py.}�! � RNYLJ:D$��f�6GF560!����RI! Or(F�#F�N=fV#fh 2�W2� "�#%k������n�- a�B���fetchfQr�FA)P �G� =ff�6�FF�6�F8`-y��2|EzzE 8c8i�� �,�� � �� 82R�6�J�`-���8�nF 82���V� >� �by)��^^IJ�:DiK\R  B�.��E�.f�v�[2�!E��]�~�.!�F�N~�.W`i��yN]p.d.��"w�� a6�> =�B!zz;%� ��I)%�B36O>�=?�,.(b�?�� A| �� �|��yn� �"Y�J�I�L".�ɉf#!�!}/ �.-:G!��j�!!>@ْC5,JFFJfIH>L�� %ic"�O�ad!#J\/2)P, Rj>H!�u"�A<P!�" ID. ��>�A�-++N�n0&]< SERVICE_ACCOUNT?h 7"��ID:M�$ <Your-Cl��-3(-Id> Status (ACTIVE0 d At: <gzʈ>� F�hIN�j�o##6�� ��3)# �=�vr6p�P.z^�)*|M8�4-��o, |�e>���� *]R���! �=C�RP�"6^0j>K6^YjR�?"]V��`-d�--.0� |��alzK. �is>T |�R�� A�:?> *V�P�s��ly(B����1>a`�� *Yz*.�M�S .t!�Z-D,�"�5�b�o��9again. 0�� ��api8<> :� # -����R9"new>�v+6� �A�f�H��� **\[�% \]**�!"��6�� �"�S� | V+�f �o�]>�r }&E<an OAuthB-R�&J �&#2n�J<i^� |�R�r< �� 1���< ��2[��c ���� K" D> ���  '>�� 1 F ɉK(��v�^�A'.^])��?.)S:� ��s8�� �v^D�>n�^���`-\C�9�(| * 6}by � :} ID�_�;^W62e>Egje2@.j*I6�ZD6m`.Y6:g>��gde1.��rAqm�� �9#bZ�:\U6:c>�eb cw�| R� 6�r`F�Zg>�jgintro�-t� � Im � a | �d[."6�J42��F�i\Fa6Y> i:���"i�fk"�!��2�|�R+!C �A(�FJ�S>v@>a8&��!@n���W2�>� �&d@earch-st7Z-S x�;�4'�8ID,%�3H.I|�R��C��21r�����fN�"�!!jj�M`-m�&(M1�ID^�B� �M<ED|M2�FK |�R=���:32�b��0�0R�^Q �T�T�T�T�TITj fy��|�Z�Qp��.Y�V�D*n��5ddcD9:� but "+�pF4 it.�RvF���F6&" _KEYJx*I &!��J�A8:s�g�j]�E|&h[�<d0=(= ¬KI^?=6�+ fals�+�R`B\ �E B5Y�n�d�,6,2Q2��f.�rJI.�UM�o2��x.o>��z��h2h3E�*�^" Vx@N(�qJi�+*C�.�1.caʑ"G�.v@dep?nc"�f��2!H. �*E am2� |*� .>�V� be Ei%#-id�S*&'  2C%�Ls  , ^6`` �*?$.[& be�,>my-R!� ``�+.3Z�W:#r-a�F`EY 0�Ya�_H�� �%�Y.�Q��:A��[2 FF�&A2�\VKu &GE�S�'6]!�.�bq..%getbP�J��x:�.T{rV�/I?P�bMfJ. ��� &ܳ.! e� �A��ϯ#��=��!�.{��E�>��!{A"�k��k�e-�dJ�$^֗;-�BB�"�0F\=�+B#-. MT-��ޑ���0��w�.3�~� &r�"+�oQ�.2 RTFV�(�VA Y�B��V`j�:�4.|Bn R�`-r�dN1\D`.�0.#lV�1rj `b�":��W�,�alR� `p����yu"L��V�uE'� d.d,�j�W3.8B�E�K"�*I. vLM�-J� -2�#"My:�q" -6�/{/>�a� ��mGK%-,�6 3.9r���� ->�� ```8(LF� ��j(��--#=:x0�{ ���Ry��-v���a�V������bf�*Z�6�4�!:2�.^!����`�QJ�*T � ^PN �� f|�A��Nnr�Z�W>C2}^b� >:���f�6�P���^�res�-.��R 2�� "k �b@@>���G.�  a gi=�`.�� ` |pS�� z:%@%</&0 �6/�.as.���.tN_j�N4J�1DD*8 .>.aa:cSP�24 !-��a�a�%1��Aujb������`:��qq�|"� 2�a� ����)F�)B!L`--F�O "�|��OM���i�pin�.�j�ON.�(N�O ��* to�1 .� forn6 �>�3N�v[ -W2J>' J#i>�� � �b� V��IAIq!�AYr� Ζ _-\ kaYn ��6�� �:�6"&��}K?9>��e�V V ��a熴b�Sp`\�gn-rol"� | Assigc�Aa|cipal(76� p$Z� 2p J-� VA7��.Es2 &� J �!TN��un 'O��| U  aK�R�6�|fo:d�N�E+v�,Y�J>1(Vb�o*fn�� |K�:!\b����z6�Rtex6a �RE��Rz�*&2�">�,� zg�5U���z�e_t��z.zjLtAbW�]`K(&ZKa��!��e�z�X �r ��_=�i�zial� �@1�fe� . On�*ڔ , `organi��`�'l�e` zb�2�F(�|w�"Jj5D�o1�t/�O �:��{Nx!�j�N24n�vN�vh`-c!��'�'s[su,�2 a|) Wg:{�<�v�.&�J�rVhI�bkH�\��!�j B�?����n����6E����!�`�P��2� �M���al�C�����f� �f9B��\�ic�k�V��> ��P*� | Role:��y`�e2�um H�oown �da�`admi6Z_%_�' 1e5 dQ2�r` A )[s) **"H;]v�'V�\ � Z �� ��{�v �v �� ��� �� �� �*�w��ZQN_�LN_ v_��B|UJ- 2k ��20r� ��n�5 �5 �5 �5 �5 �5 �5 �5 �5 �5 �5 U����9 �9 �9 ��z5 q S� � ��� ��-�"|�5 �5 �5 �5 �5 �5 �5 �5 �5 �5 �5 �5 �5 65 ��_%����:x&2( TECTON_URLJn�k��nd�wh�o&�\_�"[x��may�~-.�����-�s�, 6� wise&J'��e��, *� ����bqN���� `--manual�noOV����i� openq��pasteMJtoken.���ahe�q+%!�Y(EG ;���.U" . |��"M��yN�J�jݬ��. M��s���zr|�top.�folde����r��ac��[� [*�/`{`3S*��n`: ��� �)�N�y�J��U� _��ft �}�� �q�qrz����^��z�Z6j�Z!T*w:>"=#aVm��ie�RUގ5�>Y� �sup�v6\�<f; ������)f�0�N �"Vtg6�dtV��h5ba��x��5t&Zgf��{$,y�ڑ��:T ��\�F� �60�Ƞ2Ƞ� �!��2�BB�:� ��t�u�h=!)�^ �skip-%��no.]�run$� ,��^�R�qRrat:��ceׯr.��1�? o in!�� es����>x{�v��%,:~| Trigge�t".�))j\. �>h-�jojh� -&��6�|- ��!�N���< [PYTEST_EXTRA_A&I�*�  Z���@FZ5�%.���(�(�(�����A�"���Q �Q Q �����VE�p��5s2��/ 7TFR!��If�Du :'��YOe�0m X�un�����F�<b�Q���Ǐ".S���=Uco�4�s,����� Cs������c����2�iss��O �b��v�� ��E�Do}�6� v �&�`/W�py(Ԡly,���$FORCE_FUNCy�$_SERIALIZA=�E!&��.�1} chie�s(Abehavi4.[�:O�R�]Qz z&0� e�k�\6�F'P� ^��D�:� �������]_A�;� ute-e [��\|s1�]g N�H�F�QeA���o e�(s if not sptecified. Default value: spark ������ @| ## Examples | b�0| Descriptionb&�| | -v �"��0`tecton test`J� | Run all"�@s using PyTest in a file that matches `glob("TECTON_REPO_ROOT/**/gs *.py")`B� -- -k ")�_name"` | Same as above, but passes the `>1args to �command.J� |�# - planE/Usage 1" [OEs]`#]$� Compare your local feature definiAKls with remote state and show�gto br!i them!gpsync. Does not apply changes.� �A� FlagN���~��� � � ��,`-y`, `--yesN<A�kipe>confirmaA promptsR��j!h<`--json-out TEXTB�| OutputA{qI�updA�4diff (as JSON)qg� path�vid�� �<suppress-warning6p| Disab����eE lintaD3�o�o �Hworkspace WORKSPACE=n| N��$of target /�Mthe T �2reques�i�o��� �E�g FIL.�| P!�Z repoI�g yamlE" ��'.  aIZ � root�� �skip-�0s`/`--no.]runA; +�p��Q�recreat6A| Force &�of�H0( into in-plAci�,s. See guidej� �integr��%@]� ��Triggerj()=��0auto selected�� viewF�Zr- ? y|~rmanually�v|���yV)h�,:�>$��}�96�%� a newD�d9ƞ���2�!��!��� 2� �`--live�A��,c-materializI�en�? d` /2no�5d�ud�eU nY, which `s# .x� Honline serving. |6�deletz� $YwJ�DG.YY�>�2. 'eb=X[OPTIONS] COMMAND [ARGSN+ Manag��`� C� s� �ez�3�3�3�8J8�/���|yv,�h��`I����mU�B�� �liVM� | Li� vail������restor�?%?| R M�� W"� � @to a previous ver�BW�2�| S��Bt� �how�wIw| S�activ=�֥�8add-databricks-�U,ce-principalF�| Add�D: S�� ce P:!�"� ^��set-dz�!� t an exis� r�asž \ for.�|YvezwA�mov��� from.v|�6��� �bS�A�� R���Fc�3!�Ŷַ@ `--ix Applic�  ID& 9rF|.: ��j��4*�[�IT_IDN�� The�itav � ca)ither beda� , or%lRt C a(!current.@ �� willW(used. Alsoyiv� % W�q�.. at R" ^Y �`YL � 36�| z�|�:�~f r�~>��η�F��qNB���m�|�� |�#݉� Whee=� t ita=Q�V|f:� � %Eb)"J~ :� ( u�s.�:d�r�v��F�tS�����F�����NE��Rx:&� �b( $&KJ4SwitchA�>/7.�>|howzz� #2�� c�$� Bxw�its�`Dpute identities.�  Relea�& Upgradu ## Suppor/"��follow�t� aD�v 2 �SDK@ s. �)full r r hi� y, includShe�p� ͹seI,�\�be found [here](https://pypi.org/project/f/# mX). <div class="no-mono�"> | V� n %�e | End�-- NotesF�|1T G�F!f�m:*: V�!f�1.1�4| Jan 22, 2025uly6#�6| 1.0a L0)| Sep 17L 4 | March M|QPF| 0.9 L0K�} r 04KA35!K6K8K L8& ��c 1 =3 �4".�0.8L7 L8L7&)  26�LJul 25NL7L6 L7L</div> Q�nElaeac�I�s q� the -�C~log�� IaqScheme )m�sdsi��<ut every quarter35� period�Uit"� maintainw�purposea] this��,cess is to gvcustomer� reli���f�a deprea time� . We�ommend� produc�$environmen��o!@pinned!a>ofM�� H o m2!-,s�safely u�X� mod tailed � anceH i0� -�4 any bug fixes1 minorM �-qed4s) a �> �. C59A&typic�2�Q29s!�.0@ � ZA(significantt,We encourage=�.!e �"f�6v�ens�!they hav: 9!Asecurit!u�Out-of�ort1�y break�!kA4.-�)�notifyD 0rs when their�{-a is!roachaV�Anof�|-� ii�D]�PrE� .ofE��"0s, parameters<behavior=�Hoccurs over multiplA��%Gpr� sufficie!�im�K r mi`. For e�%, if a1SDK��re�k`�_a` (in5 0.5 !�below� (b>(<6+): 1. In 0.6,%Hse1Fbo� 5 b$�$ Xa` 1log a V  du�#.&$Fti{A�y`. 2 �7:�on� lb`. Uh%:}raise spy(c1Eerror. 3 g8+�h hhgeneric Python keyword argu��x ## Beta�s New%hfun�alaBis first�[�a <M�,]~Qr AS��week.2/s u%�nd�dM 2  {ew-.'s �qu�d`%guarante�.�<i�between>�nda�y��%re�ora#�system�BAny6 E�be ed � . A�ta1"� also(² �� Zero-down!_( Platform U����i� mit�t!Na�mo)��:F�&Mwhile � dee0��-infsIv6+ throughg,tinual innov���o meeA"�A�, w�� !��2���AE, EI-u1 regularlyO iver�ce im��enz![%+of!� QK, enh�}*,�>�i.uA& z.y, mea: ٌnotact on p1�perva[E�� Pre-���"!\�)valid%H At-,q�z E��t top prio��alf_%9f"& dd, it ga81�a� suit� z�s.� � :� � � reg�%#�one�$rnal accoug af��Jed cloud� &E�azM0has developeda� ��ver�AAcorrectn6 �#��sP, B � load�RdA�ia/ aryrA�p :pMY!FuesE�ed| real-e� get-.%&s. $our [Ca.u&� www.ɬ$.ai/blog/c+QG-pJ-� -suc!+/) / p�!�� backgrG��we����X�M�I� Stag&t ( schedule ��a9��%toM�Y$in two wav� a� three day!��3sb ap ��!Mx onitor���sF�E[quicklA� spon"  unlik� cas��at iss!�R d. - Tuesday, 2pm - 4pm PaP0 c Time: W� 1A*S)s e��a%%sde) ated e. &� ma�� %Q���/qPuD�� arti( te !R2q�es�� *� �E� agains�`�w -Bs b�O��ṑI^S�. - Wedn�)�� a�5� occa�I a)ab su��deaiYDay 1> n1��� rece9  � ]�onB2� Thur��21%Ӂ�remai�{ . E�fi��-6%�bce� X nA��7i�� �� ��Le:58Y�2A�y�l��the�$y!:Nsm�p)<be rol��( . BA�f93,�m��E#A� )+he)�51. Cont�& 8 SJ to opt-in�/��N�+Y11 ��� ed M60&1�u ToHsta͵i�-� ,�[v�|pyzY�rul�loy� �ss'BS& clus� . �  � _m6�_ [`!��� quir�  E�B5 � 0Views, Stream"� j)TIa3th>� �y�D�E� on S45� U also)! Rp,CH/g�s�'A=�Ba��aB��N��2 &[s��F IK���u+1W�2a5[��lied - ;�� ( compatible<��ofBorE.i�� s�u%"toL  !&ir>m!aA��{ .ing� i�2S&X . G� �, lshould%u�M�(he  up-to��1 m � N�1��n-�%os &UX�|� ,���+�sr ; .� by1��@(e.g.) a;&Hd1�ne"� !�bugfix).B ��E�doc1e"%.@ANP!�eimuN:�/!� �E�`A art�A>-dsL�4fa� runs1�E�y`M�ib�2� wsince1bpr�$c�blue-grRхm a2 d�7b93&'seTz��9+, `*y���6� �.)0o� RifK! pute"H . � jobsN/, 6�encapsu]A�4!�W�. P\ see� E.Oin� p"t d���� a|�depnc*2/qnY ##:-�s�2|%1���aQ��:� �iuKi`th�ne�${'<=0.7'})�3Z,!eY Q,� �e 6��+�%�"� for 6��cifŋ,�pE�"� �2��d s� �isau�-� stopp�x "�& /)�Browser� DVJ8-�15���W1�ny UI"� with��>`s,P**Google Chrome**, **T%e Safaria�D**Microsoft Edge**��ot�$ �sGold!.�fthese #� res.=in un�d".��QlLaunch  s A�͟ A+� A".inR#hst!��y��exp�2AXq!��y �$r a wide r�9 ofcondis��!#�9IG� ommun���advT ,%�]ell-d�2_"Jq hI6 Publ�{ ew:6:�!�c: in so�"� limit**i* w�����gaE feed� �<y�subjecg �kor APU����isA�dV-readyQwR lc� u� you begin� it. Our E team � heckA$ ��;insight��sh�b�ճ��:c�%!�le� mark)ࡒ1�%Z-�rivR9Z�6:�i�(l�a�*� e�!�hF=w.�as!�6� r�<e%A)�is.�N�Qہ$6�&�! potentialku2�3. You�� 7"{ tick��9 . 4.1�2dMJmit�� �6'inda�  �,.�!Ytu!�>�M�� E'���CrioalA�non-crit" .floF !6ug>!b.� �gE8i"��eA�� fA�k � MweT-� �, p�> [�;>a& docs*�!%-a-Non�-)� ). �� ��D*� :::�;"[� s lag�,�y: � �<Pandas 2.x isn't��B_ ?�}�e� , 3.4.x. Henc�iJrongly�~ ise �utiliz�s��is mo!�.��$is��>h��| -2� �sby�"� packag�<*Z$�-@!">5C<2�.�~* $��#Aattrs2j$| \>=21.3.�#j�boto32$|�=�Aclick2.| ~=8�~Aolorama A0."I#nA(ryptography ,%45��A deltalake >$,==0.18.2 (py{_� \> "3.7")(+ | jinja2Ê�A nump � A1.1/%rApi�%^%� Ath�.�� ulum.A~=2.1FB< '3.10'1C%|ZA3.0.0FC>=6D�ex}!E��Aip:*�rotobufF%�$4.21.12,\<"�&J�yarrow$| \<16,\>=�&j Adanti2�\<3@1.10.16�6 Ag�c�T�2.7�� Apik}�.'~a�8.96oJ A�9.��y� parsq��A yaml��Wes6E� �!sem%Ǖv�� setuptool5ɺsql.B%Dz� text�+<��tqd�Ma�4.4�*v!E typeJ"&�<A2���T'ng-extenMA44+z�uv>%eM0.4.1,\<��f_Ayaspi2K�e�0�| g*37 ��(~sn� �&s) .�!J�(,^ �' ��th� new�  (see +� �*� mo"]) s). �out�s�wC�� minimiz�ea2or un! 7C Y� H/;� �01) Read 6$."g/.��!E":p8shes 6F� an �/ K&#-j�+]W !z�/� #%� �SDK*�ity$# �s�6ge�(o6mh( any 9L�&� 6"<)G 2) P�� �_ ]u� ends�!�2)�ut�� "`Bys�+pAas�1.0.\*)���Gc"X+jlow-risk.�*uto�B��1 dopt%�6�6,. ly, � mean�� -- (`��W� =� .*`,1q�~ UDFs)EN�!� T1to3.8�:::�  �R� un9��� on�9 f"B2!�andh$stAQof r��>"h"�. �:�!fGs�BPy�Q 3.1:6X')[p "])'0'`�!bF2vF3.2�I3:I � � �==3.3`"�eq3H+N" crib� area�,r"�i"�?,*� ��%�( (� )e stayA* %Kt&�-��| Typ���f1��O�<���| A )����������������B� &�������V����%�����������z�!CLI��| A:mp[S~B"� in CI/CD� se�%,ro�Y�keys,� � &v��V|�   � >� < .�$�� FCLI^/J��������������B Off��$ retrievalf;9C� book.�s)�!"s�3� conn�#�5B�"o^~.�v@ r tr 1��:B#GbXscoR8.<br /> W�** �a(Z.�& ���a�-based�?/�8ch need�bM� d. |N[: {As�6 �_al% *�Lor EMR�rs[-��f5' �4libraries + ja�@�3�;!l. } �6�3,wH?oe��6� too)�3is1�achiez6�.a� c21 (44�;�2$:x) u% &�!� 1y-7 AMI.)9�)�-�OG�-M$ via a `%%�Lu�R cell22B- (A�2aM Q�u) ):**-vNn�7i& nferk"!�U�j/,�!�ra"W’s vp6�!I� Jupy7Cu��Qer �6$ Sagemakers,  s�@youEMn-4]&A( Js.�5**[ '�W d]**B3�F"%El�)es )s7"�2��e�G0�-�+Y�T�T�T�T | NoW8onvy**:�*rt2in1��@Y�o��%�EMR /.�:�se%p�4�4�4����������R���')G9�K��u>�3 to �>e"�.?2���H SourcΥY��^�-@2}"�):- �j�j�j�j�j�j�j�j�j�j�j�j���o3)"�!as�-"�]$S .�<aI q�"R" cuG;1�=str�1ve�! (i.e. R�f�Iu1FQ1 �;�;{ ld�KDJQm� *= d6 4 "`c<e��9 $ /� �7$$dq>K� "46�-� l�"*�"a2.='s"oS� ma�92��2�kwj; norm� cause re>�d.C\SbIjI��run>��6m�$K#dJgor 5��."�!W6�;�SDK" ,� Q3 hand�?a�BE3e!�5:N�Yv5u �� !+�K"-�7c1.�)�x�>�$inu�=1��ruT P�LQpA/d�MyB �B2�af� ` ��"plete%1 Ajqgo%�&ioK�N(�#��P diftt�C}T!dr &4]a� . A goo�F�!�H�**�U�/%> ing �2_**�mimic���Jvn%,HHlow�Iwalk t�I "F� i5�=MG� a�suc7 �U $U �i�7OKa_&]N�c59 6g�9=*�A�T�KE�aFoE&%[-�ingE��X 1: U*�n`�do^'i&�ki�oc>J�  {5"ZOVpK;�-y2: A/B %K���Be%�"� � "��K�4A�s�na:s>;�i� lowe�S9)  5nsM8H �&Aghee�r-S�_ info"�'�K�C �_b8 ward&�:le_RyM _forB�)ro say��cl�P��act�$Y 1 were;H�Awaold�;DK�! ey� ��Pne!;M�!�l*m��!�s"�%C ��AZ�ENd _��_2�J�H2�O�RE֍�d�79i-�k��a��`  ife H Za >b�??U\Grnim�Led by�v"8*I$ ### a) I:/ �Q�*Aju*B?'"�&�'i�.�87 5i aUallU m<&�q!�% �(8>h9"A8��be6��&��P!2Uz }V�i"a*8R1�Mz� oAG3.������v*�d�**�NY���i�Z6val{+M ٙ44 ��A�Md ���Fl:� N�u��=��? OF , n�<eS�- 1-��Dus7p�9eIq<2Q"�s�ca���; ostly). I�U/R,M�>A0m�^�or� 4�H�N�I j;eQri�R}>field�=FY-�*.� hGB/E;solvez3"S.<1�s`=�?�>6%o@�F��B�<-,� B�CA} ouav{4.**ne� ary)� 2 -i:P.-s1/i�= ��Ye&�*�D'<(�al)!�t�� a lobJ� �ozconsi��o���r"VNt�Y� . 5. OFDqb�W :R �Jfi�%-idWrtepA'L 6: --.-id < >`))&you’r�nfi�_M vCLd�Sl! r��-. 6. Va�Oe 94no&�=m�� ���4@, eE�� x�:� 6,>+ or (rare)6��job%���{t �;b)9�-�wo9}s One wo� z #h/?.�z�tMi? *�meT.4 H�!9q�|o}"$m�MiG m�G�Uso,I up# ot�.� ��eI Ft. _?-� 9��1iJ��m�7"�Dem�=  `get_�`� _�s`� Rs, !�a�3Ii�\**� � �:**n/**�Mrol2�(7E)** -"�9DiYN�K.61( �O" I �0.8Z�X s b� -��u�86���in�W5�R�1.0��1.0Ht�1v� _evn^ �E�:outcome��$rE1!�N@!� f�!�5� tvf0/+6e�tb�%�nA$. En]�ine|ZD�PrF5sAl�=�Z�R~%�T� S3)�Fw![� ��]iȅ 4&�P"U9� s A� ��#Ac��ful�b@ N�Pag repe � �F�#D9��U� B2 s.�X770&�b� �c  GOv�o ew � M�I1e�� excio T6 nnou�Ka� capa:G\ along��(major front�$**GenAI.**~_a�A��1�H5+ ye� �6ri�f help!;enterpriGru�^AIEvCol� �A� wa� ld. B�-g now ,azYr�!��%rZl��e� st eXly Q\, ^Gembeda��6GP _LLM��ad�Gal _exts!��Yavqq ;�knowledg� ��r*dL9uSinu!Tto ev� %�c.1,�~ Kng.cy�8h� �cy�Bscale. �]2 �E�mote �mQuI!�,�w� � ��HK��V4 Window Aggreg2�,�_�9d�rol� �X:=u�-6%�ainfra`ure. 1.0" ��]�;s I&�| �x� fur� simpl�Y*Y� e�`]aA�;�Model1ed�J�?*�">�6��Kll�P� . An�9ra�s m�more! a�q�toa��b�H�[+9�l+�a �L.&�YDJng"�^SD&�E&�}� �`!�a%�reh��i�-�� ab!��Ie�GAYof cod&Dyou'llwe�p.��  `0.9`�jdriven b�h} pairP�n��>� `1.0`W0� ve�TinK th �6ccauA� B�X�S-\m�s#!Srepos$T��9Kynci�a�7 AkXF�r�U ��`��$.��Go�$�X�b 7��!�Ho�T::,Mikc����`m:s` Pa�terV V�%A� (%�s� decl!@I� !t��R^p^ueO^(&�&Gy� V- %l|cn�I�tagnEMgd disc!�ɹ�U``` E �b�^ %# = E�ly(Kd="", join_�-=[$_id"]) @�  _a(�  # ..����l=[M],schema=[ F�(])W / "EKup_��stamp",�< F.,credit_card_X �St[D], ) def my_bfv():�'� # �� ��!"��+�_�=J�M0s=[Attribute(rn�``` � N��~so�Iur)� e�Y�s `)�`��`a��s`�z:bf�j� �iY #�m Filt��!":� P�O*!{n q�lo�dB A� wrap����� s. -��q����so�" 2z>-V"�3 i�?� ed�zducO�Xut��al a�h��ni�%Oeh cy-Q��1enginedpip_k�was&��MQh� �(c_pS@dab�?faZ�h a%Gp?�@ �, flexi � d UX!?�1!f%�ing"�r%� s a J  of 9u�1IQ�V$`start/ende�`!�op�l�just $ $_offset`. A�:�:��)�s��ds_one,��Un ��ue�Q�IE(ds_two2�I� hre= ar2�=a��J(�a=-35) Iu�N�Equlin!t.0� m�>!�yk��v Co�?nt��^.u5( �)%91 b� El57'!.�,_!T�IE%�=F�,.MATERIALIZAL�0_START_TIME -�B=J35�QZ�YENDW�t M]�G>��J�� U(O= We'� L~m� � acnsPR� .� ablyP�� v09_�iat` mod���s o[T. � )Y:.� �aE�me/�8tempor�ebridge�� �f� $e�] 6 �.��a`uA'�Z�%�6co���  int&� s1�Rj s!Q6te�GuS�Pb sugg�Q�-� /ry�"block��� `!ch�  **m** �l �..�to`�**and4 subst>J"�#�o*YB` m�""j!o�1iRonN is�kd�llw )�t�ɺ%�� 1& �%�aff�2&��z$�&�!���*ecton9����&� t`�� S��&� s�!o�ol�D� t7Oh-��mto>� t'C=��iA�Z��BI"2 ���A�� �e a���Vpa&�&�% 2 �} �I��8"�e%�"P#H � 1. **�+B�3F&M+��g�M�b�^��"� �;p�!K!.0(2y�]Jx�/.x*_` � [� s6f�(-rift-core-~0`�I��ll��M�lyi�`n9�% H~oG�y#��I%������ b%)-�A�vby &conve\0a� �F84D!-co"�0.9� ;;2��4yu%k �$�#�JmXOu��nN&v ��_;+��AK ��blob`!��;�-�`q-_)S2�u5% #"p�y�>a{s`aq* _kY s`, S�Jmain �\7\d��%*D�:�eY j s,6 ,�i.Sc� TransfM(��IeceoVp R] Nh N� 2(..)-Q�,{64&��M�=�4�hh�:::tip��n��J�e�}an� �O `find . -!� f -exec�(,l -i -pe 's/� �.F�/g' {} +rIM�M3�&v&c�M�.� ba"tye]! w �� an `��S&�$`a�&}��*op ^ ! not e��v�6�� � ������IDbash ~�7�:�?.14 ->a�.0 2)?a> �S�:� ad_� es Q_s62I�h2RI��x_d^nct_mer!wt_ta/ )on_Nm_30 !���P many�ns 3�fb�om[` g g���last 30  g��^�)K0-J2�-H.?fPousF�6owner� demo-�@ �.ai(d&nK. Numb�'f6a:�N��D R���.mleat _C: AGGREG< <MODE_UNSPECIFIED!5B (LATEST_EVENh am]�`B'J �e\a&�7sdk�~.��##"6 e?1�D, lu� �f-Wb�q�!by �%e���= Yy �< �P )m 9e`� � sm mpan!> .�-Td�Rd�p  snippe/a-a[f� w��-❯-�� ✅�ed 29/<� se7 ���L  on�n` S!?1:e.g s - q (4/46�}d)a�B2BŢ!%>F:3:F��8/8RFP4PJ�Q 🚫 (0/5V!FS5SRea�Q��  -UZ#FW6WN6hO3>FG7G� of� IM��~�W A%�z:.+}aed Z;in7(�U��%z" Push�   �*�'in�� �e$ of?�a|��b2� y�3�o g� azC�%g� �hlowiw:Ez� � 8,_click_push_? =%��o�" *"hC=�H_ �"�F^ M� �,n �j�i 3��%J� fig=� c �>�5�e�y&�ly, ` `� s�]epAZun_ d�H%1svs1�ni yond"|j�[ir�at8_��) K�j.Q��T`h k'=9�Ayou� � �-��ety�s�J��]%("E[id2�5�������!w��1�&�&s2W"ZVI� e `�!ton � #��pec|-���0guH�  '�,T`Ms/E`x#licitlyV�0!er"�6 �;)�(l�b�S?dto�5�r�F2��i.ځm�"�1�6�g �W g�na ogC$d�ja3.���na%d�.� ��x V�@*2����� E�i6�(A=O%)**<^a�� "93"�F5�J�"my6�.'�(return f"""�SELECTe _id,Sue,2E/ FROM {G}6>�z�6!'] �e�^M-�.�&��-10da=Int616e52I�=.C � g���-B-�Fe A�Q�ion**��Ɵ2\m3ionI�column=1mE�="���!~_w�%>�7]� U�������ڿ-c\Eu_-gz �u:uS!�e��(�(i( � ���TV�g0�;�5m�/s&xBKE) 'q�y��LŬR�!,.�zBG,� :`6`���r��one*�)���MintZ,���Q-}�2�`&Ua���cY(���Ab%ategy��Ht5� T-�T8ai9� 唥r �ybe eTb�=Q� ionLrt.Fr� ��r� +6E���� =6�(*�')�'o2�$amount_sql28�=�ux!�!��2,%{� {.��:��.O4����G����5N�!]�2 �d������!�ZN� )��%�%:�^Y��"amt",�� sum"t F0hours=1B�#����������gb/e� :)�Q �A����������� OnDem*�}: `on_d.2�`.( $(`#16,g8�1l{fW�bg �" .��8�  x . NV/@V��mode="#r^ �s=[ݢ_�est� �M �"X"i >+ E_df: s$.DataFrame��:-@RV�1_2�,��>��CAoMPTab.� l"5!iW>F� !�a �&�&� �Bt =2u)+&W�y:��N-�*.�&. "ue���>C��^P&kƸ1*&�Z� ��N )9�Unit O�2,Tim� s�, `5#U� #to_I�`s8z� ,(TZ) aware `��(64[us, UTC]&��n!�D�dtc&aligns b � �2 �'�am�3,�Ed:�g`+�K�.SDKs,�( �ed TZ-nao bjectL�+��:;mter��0�"Y|�A2���isb8&<l�'simila0n{v�Ay3(s!r �%, �/>op 1. LocF�y!k%�to!l�!A�`df['�'] = :.dt.tz_ &(ize('UTC')`1&OpJ8�%�0�.ett��, `conf.set"z�STRIP�+ZONE_m l_FEATURE_VALUES", "true")` A 1�*�k�Ai�nA$0܂// )�� s+Mct�4nd XEh� efern.ed�mo�)�Gz( # FiL0��#�47��!#~i,����m)%d<If�#lud��E#MA&��' I;J�*�A!� V"�#�2d�-�7��4��,.�oL&|o�A ��-K�~���8ENE�new�� plIof)6�< ## TroubleshooE�'In�Bs����1e�� ross�� SQ��-at [HZ!Ot�8} k=!Fч�yat���G however, A)�2P��7#�r ^��.�#d(+ �)t�MJ�s�� 9 �?Ed"&|1va��*o(�J�7)SDK�.U�s `��as_int�`s�5`]�ss+A�y '`�E�p ��z�:� �Na�p_)�6ig,� �U(y,:� K�TM�� �0 )Lp�* n-b��1F�(33s$1_ft ing=True)�" dsf(9,w�r=� �x�q .sql�s= F=%�Gls = [2G�]�W�a" [1(20��, 1), 1�� 6f =)h.G'e��(�5�>ls)T+df.�aC�(2�F.col.).cast2 J�@df d�� )�(E =B�"�))�=dsf)���f7"� :�ds� !FE��a/-<) %��, �:NJ LI\0  2>�1"�jm��:=-5O�3 1 ,K~VI_ {ds}�b;��v��n� 1"�� T�J�r��2�&t&�.@.��2�; !o�u�C`I6�7?=�aoL"�H at�3t32$x+becYU>]_id*+'��`Int32`+1��g� `|;��$�U�"@ =1:����.��6$I�I�i�Z�"� FtA���Ɠ�6�-} �eld<��������������W��.(# #�de�!�I�.�(�5��ds�������� �6e`F%�� n���>�����fE�Q� � N�["��2�L%�Btom1y�E. �mB+RD---"�8f%e�1ˢiq8�O�:�J6�\ . Pl�:� �;FR �Sf�Y� �B/s~"R[ (*r1)� 2lE�� "�. .� m_�HL mat_+5: �lSTORE_FORMAT_VERSION_DEFAULT�r( TTL_FIELDq \_� : v"�;J�����As[0]. �->*J"W_$�}: /8DATA_TYPE_INT649��aC��p ⬇. � .~ a �� :-��:��32B+ �� b>������� �'c�Kt�3e,_��re� 2v@2�G� q�D� "T�ng�MCo ��a�Ui R)� �( to DR�� hr orig0.9Q�.�*SDK!�(`F29=�9`�� ��!զ&M�n 5!�4thC�Eatd�/�..C H:�Y:D��2� ]���4-1ss�. �m��*� avoiz4>�,A#&h f.BQ.Gj 0.���������nW inXI�fbsIl ne�c �C��*Y���N�N�N�N�N�N�NN2�Cw,�Ai'�>� �.�P'A;��-� c�}ɜbe KlL�t oy ��ou� :�� "4�� *Z�����j�&��%32�= ������������Ʒ%�V3��N��T6�BI'zN~.gG��b���1�2�2�2�2�2�2�2��X6��0.7"@=N�X"f(y>he�vcom�H�R[ tG*�u�?}=��Iful�]=�MIKagv���\�) M\ �N7J "�U�]dY��%� 7q��s��`��1 "9��navof�a �� Q�tho�,*{J�%"D��XF:Vސ�i�Xn�!U&e2�5 I"gui>on�!aLl"r%9"�E05�W/s& VoZKq�$rB�l���sunl��noc9� \�6�&�-/6/"���.��DK�� erfa�/%�mod��&�!iEz d`ttl` -�otj0��;Nd��9(38��eft*�or�/( `None` —Zm hat **1)�e6�!cI�!] !]exp&E�!�.YyE4**2KgcI(tA�o�}�z]�s@K-���=4A"lO~�X" rela�L} ach TD"m's&|��HW]q:QO*. **�G�I&}wh�8d"�$:�$=u�".�an arbitNe�)�(e.g. 10�\)%��� !-���1�� "fodIa!Li�AD�A�LN,s!� `Vef���}re�_J' "#�eam:�i�6'Y��)I�� API �9�eam-'h s` !�S a `3=e� � )e`3$`manual_trS��kfill_�P*O�#N# - T@(3n�%al p�X (�Rs:�vse� to `T �0Type.MANUAL`)a���23c�~�o)5a/B,��?2mQKe�? u1-h�[���h � a�d!�a*!'i�acA#L "|9&5�OL�hr.�l�^��6�45),���'JHa9>)$�4o �JU�e:��UQnti6 AD�imk���!uiX5 &�e@�c5�noe�er g{Ily ki�Pf�~��I�uk"V�CA��F�ha�=�m�C�K���s5�or"�n��u���n��r���� %any$E*�N.&��; 7s �ae+m���que`���!��"� �I�nd. TX����&c�ptP,=��B�t1_&ir Y���^pP m EX 3%TDN! *� O�w����)Z2��$t .K7)SQL_DIAJ=)a|a")F)�ALPHA_ATHENA_COMPUTE_ENABLED", False)� هu�S��o2�!�aOWn�ɟt�tt"���)"> � -0c|���Al[���z�y%MH�'�q?o�s6�!�� ^� _ poss �aD��)E%0�Pld�a� ��  fubi - �SDKm�Po�(��: *AC*,� # BE���(`run()��Fb_ �-� �m| b. �**not**�& oum� �s9SK\�\_&?X� &�-��o� � ae x�(�"d� s�Aab'� �z`s n� > *�7s R����he�3 $2\of%��Y!�@ 0.6� �9���=�)�#��9�-�mWng. �o P�s���o/u�w9�- M%$�C)�� ��- �s�Na�(`��(. !.Z� {UTC by�(YC)�P4s�M)�i�M��%�]��re�7r&=r#"�V��[ ��%/��s &`x/sy����(��x2��mq�k nowf̦ $# ljJ-laH�6@`.gV`l3i]!�- �(a�D a��at�+�{/�rr%n ails,^Qמo�his 1�iut `_eCXive�*Ha|#!Va?`�DfF^3�-!��Q-�&�!�*DK�"��Y`/`��� cor,�1W�0� U2B)`&� !J&r o�x5�v �,$� asse�lA�Բ�2x ��?2`�\ STAMP_NTZ5UTZ)L��.lI�X� ��1"!K0.t"�d!Qk���.�O .]� ���DP�D7V9Rk�poV�/^���s����W`�~� .max:(��Yerv��|N/c^ .&e��-S�x.@=�!X!ro�a�W6�!) ZU!�J�z�����z�2�.�?��2!st�_&*B '(,я-�r�J&�h��>� by)M& F�� ��2��V`�z�.i4A ing`F�aTis�,�R(fv1ea|N) 3�2�a�0_delay &J���25V�V��:.to_s��.| ^.�-V li.� on��j_"�4| f#̨NAOal��>#" ��PǥE}�'-.5�eZ �����Kng^)? 6�~&��Py�.: ����3[aCXtDJ�� &D�6]�$whats-new/ ީ)n(-sdk-0-6/) !a �)"rf .;�����*��SDK"3eqN�� r grr�*�a�XS&n ��\`)��~��FB��%e�$|͛ �$J?�� bl 01/{5�C .x`�G6n/wrf(e�q�zƔ](�!�1 6L�d�%A%V�M�G0.6.x+`�cf =�bI]M>e��9S.�var=��(`SKIP_OBJEC&�)CHECK�4 by�~I&�'bB', �Q # U� � �j<y Cata�oEs # ; 2cj �h!i�<J��' *'�:%V ew `*PS9 cSu•H;.*�e�es� i& i���ig�on]�Zact-�oi,�!�Q�qcl� 7 .1�,to DBR 11.3+G0.�# >��j$f `api-key�s mm� &l).<q`jR `lrR .2`��dce-3� --qRa]�R�i�e�-u�^3"8� ![�--�ty-E�s�-�6 �af, / J(�*7 i�> ��b�% e�� ��� ��7,�k"7����or��  ��keE �]v�:�i�-=�n�`V ,c�stroy q �zF�S s.�:�5AK�"i&�Sun��U3.7Q� St&��A�͝!!&�"��!!CM �q�+6��Ar)�n*3���J8- 9�[ca-s⚠️!�o�}t,�!D =���un}����~if2��G+�D"�bs�ic%�7scenario4’.�A�A�]Ny+o�{��nr̿!s�" �"?s g��6� se�t�� $=�-{ "J�i&��Y +�<`A"%�T�h0.5@-[�W �e� �3.8E��n�0!H G6��?t SrU�P�o H����i�0� [p{�q�E (htt0�(github.com/ɾ-ai si-b=/>/42) sho�'h[>l�f%R`0.5.5���1&F�t���*�V����!Jn �0�&)�0the `last_dis�@tinct()` aggregation _Impact:_ Feature Views using the `last_disNA�i will cause a `tecton plan` error unless feature names are explicitly defined. With the introduction of t�:� func�, T }\has changed the default .� forv�@s to avoid confus!.between%two|Ls. Previously, when�B<and not specifyi)w `!*(` argument,u�P would be set based o �8number of value�, be returned L]0 time window,�!9.!Pinterval. For example Hfollow�AYY�ini!� �res!� in a5�column �d `my_ _Arxn_15_7d_1d`. ```python @batch_-�<_view( # ... �s=[�( `="k",5�=vY� 15),%_)=date!(.<delta(days=7))],>x_11=:.p1), ) def my_fv(data_source):F pass� In 0.6)fnew!TE�!0iybe>7�9?4 . To upgradeA�0.6I�you uA9!�Q]-[ gp]�AhthB�Rm!� legacy=AconvenAE: M::��%'.�J�2 �5J�2(!��64!�]b:�"-)k�<^<f%��e!��)��h���� g oni�xn no difference should show dur!�2�. IfEHdo��etz��$parameter,%�/see an� U�M� proces�U$```bash $ �Z UŜ<workspace "prod"��tcluster https://your-instance. DP.ai ✅ Imported 47 P�\0 modules from�q $repository;Collect! local(declar�[,s ⛔ Perfore (server-side0valid/8: Finished geneDng�I. E�Is�;H`user_recent_transa��s`(��(View) while�GSDK �0.5.5a�0.6.0. T� �6m@I/w�P� thisQ: amtI�010_1h_10m -> ��, pleasA|"A5'A�'�A �G���,rematerializ�)1�� , such as2 ...,�="�� ") =F Stream=T�'Rz-�e%fraud/ �s/sFѬs/�b.� .py F~= 0025:��bx(.H):26:���� f'''7 SELECT8EWid,96cast(amt!Vst�) amt.306.�1$stamp 0031 FROM2{.�}!3! �34:� ###2� $ Unit TestA C� 8s :::note Use SDK ver� E�(5 or higher��zH4to test_run() N.$ s s run��2�� fail� up;d[use� ��" face��T&� m�$ w minoriǡ� o methodsHd � runn�u! �: - `]�.�` b� reaj�2(? �`�is� e; helps�tiate . ����� a�  "���v�ecu!�]!�,book environ� s.�start_A_`T `end,re now requia��tsn `B�.� OB�.#�^? does�8 have a `spark`��>�  S& sesA�. B � ,b�I[k � M�-defined>R0You can overr�u!�2v with!� set_ _�_ �()% Some)�nalU�werSY ens� j2code panapproprABly ref�Ks4��� 2H. It’s possible s�e �(in behavior)'�!�� e�B�m � � f�s� reas6� 6 �is�8i�.�a'!2@  s schema�njB�. E1laq moc �<is a 1:1� %�h e(--inclu��any�� A�t� P s SeeD� �|guA_��,more details� 6 to writeYs ����.� �� Repl� A�ofN� D^�!� Add n8�'��aA/� call� **u�*��2w s**. Typi3y% �� r� B A\n Pg !��? eHuU )-provid>�, ove1�E�A��� r.�>y�W a:'seSte�!��~�6�� pra�^e���-)�D^�exactlyI��h�BM�Ar� t^mayB$present ne��, too�)��it !Gs)�levera_ %z%Љ7 , ad��6�o�U�tori��tA a>V  orMa_,Snowflake, ` Config`= %�on�� longer a� `A}3` `�m`�n!�y �TY�`query��. M� a�a6�ifJ��ies bothY &Z�A{A' .el �=aJi��A���! BathDataSE)` u on9I&Ealways� �Ae��-7 � , ev oug�myI- igno�>BX�0ead. Now thos��-%�+%�I�b�� gether2K�(j�=a�04 nO . DJ F�Urope�onW n � not ��|+ al i��~R� !� )�� : .O  sq _ds_�ig.Q�D: TECTON_DEMO_DATA�N2)�$: FRAUD ->&� `temp_s3=C�tre��d)M `Redshiftm�29:2�}}JgG%6 >I2�A��B�&� did!�� ,ny effect si��  backend,q-�l�� figu1�R! a�Au%61 pR�,## Non-breakE�� �  R�i� !`�,destroy` tag!�! a top ��2����%e�a warh if a View�@�(Service use{ zg��B� attributemwbec� an Fi���>ad� `tags={":f(": "true"}`���a6. �i� d a recre� ��object. ��9] achiev same"Zality by.�:��9��5GZW.. %�N*��ricks_-$� emr5�D&�U� modified,i� jobs1�gin!on%�� | Runti�or EMR.��6�a first6-+�� _[�u ]� �UUm�auhAr�J@-)s, re�tively*��!����y ` _computH�� �uF abou�� �m�:�=�2#>�&2 %_ad_impr[_counts.owner/demo-!D@i�.ai(descrip�.�DG� [s" a gi��L%]a �M���; 1�)DB��89.1.x-scala2.12!� 10.4.�Eo} uncommon,"� )�I�",c�-y acros*��s.�� �0A.if� � t���als�aU�h!A�`pinned0 y���Pcontent_keyword_click�!B!ad .$!�a>{Eg2B.new_���.N: �>�LI7q{�M������B�ad��)=����B�``^� likea ai�a-\2H, 2�YUyL� V. Oa�wisV �onB eeded�z`a&�_mode`i  precated;� }F_&� +.s No����In�� �to,N B�=*%DMode.TIME_INTERVAL�4(CONTINUOUS`�M �� sli~ � ontinuous.Qs.6 ` ="9!aavailabl�"�2���thout =~s B�:� be�^d5�Ŧrfd by i>�F :RFx�Gis�� �#no�act o~U� "� �i�� relevant2. ?!`�(�� >. A!��J*)tPing/ -"� � ��Bzr -y it `V~=N�:�.�ڠ]���LI<$done corre�,A*_ � d r�2� �s�MSj&�� text.`2Joan"M�U]TU�Rs� .��n�6i{  w!d��`Z��e%G.�- todq< auto����d� N ;!�J�~!&x:�~ x�r_T#.body: -}`� .Z� �b�+.J core�Iv% x(dsB� Q9=Z�()): & f'se� *� {ds}'!+ �BJ�.�SDK OHs.�At�t��toYE)�( rA�ties/"4�A. �%SDKIA�?mB�e�I A�.6 s |(P (yN 6$��6�| | -~ �$�|- ��.�!6�|2$get�!�(s()61��.|@E!_field DF|:(�|| is_on_dem# | is�G%(-{), OnD-��>�is_a oralz :| v, (�p ))�len(fv../ ) == 0n|_/e�|F|> 0 | �z�N�����V�!�Ə�� V �MV-�Z�u�[�P�P!|Not�a"7 ms�� $purpo,��.. List[-Re�].]  S .log�� |�e�H Hb!:�.�:�� �. -!�, bel�o obt�� list��d�+c5�d �)&p1h�A&/6�= [ref�$�!��ref_3�*icY� ] dedupli���[)s =� (fvs)} n�s�^�jy!�}� j�2t .�" |.a] ()!Bj`b� cD&D&� !^MQ)�I +>L jV jC ��maxe_delay���$2$ z�!zz�~�j�~�<�Mis_RR �_"�� W ,R CLI�A�!�Gapi-key`�&M�wmV-ac4` @^�m �4J,� i�"e}fer? ay� �� manage� A s��`)lin����st�!&J a�pV , bu� 6# mis# �'o,s,"�-g!��:K�.F�2E��!�(b�o� &� C(s.|# 0.8J 0.9"�G�&A� Ov�ew With B,, we'r�*ci0� nnou(e **Public �"�f Rift: D�(AI-!mized, Z0-na[!�. engine**�6e'v�5 rked clos)w� Privm customers�enh� ('s capabili%1mak_ready ��broad$g- y. A$%�wa�6e’ve ��,significz�ove� �}��)�0�!� reli �y. Key �2�is(�**)� Sr ts**�secc credC4 al M��h usagP thin-� - **C%+�1E*M,**�,E  &� �%��,A1ch�-U)A� �!{W$�)� � endencyA� ̭v Q�Supr2� %'�*werful.� EM�wh�QR���MGeefexperi�3!�*K+=� l� � Kj � B�at'9&tn$ —a!1�� &e8o1Q�!�E N�**�� Co�#worRz (:�)**: A p1)UGyPA�m*��ϩ� ng % storA) more9�(an ever bef�*A<e�sh1��Wareho�/�2��Q�n ac�4bp-sh�-k �9A8iAU <wlE)analytici�}o_#�N%00!Soff�kretrievaa;(GX4l A��.F�!S A�nP]q%Xintui��A�<useful - And var>  qu"-of-lifeBPI3'��ame�5 &� Rea5l��� p!�]:dd� �$�&�: docuA��%.�,��on�,saf��u�&z�L 0.9��*a-+"<dis�'!��/str�.v�5$es (i.e. R��ates)5��3"�$ya�lding2E9,�@ply��!�*ch~,E�&B � 's OM'Sta� 46 �A�a�lisznormallyZ re-m"�5%RdStep-by-5�Flow ([=W�V�+b?1lightwe��eHw�minimal & �� isDt&�-�~15-30<ut) U�"/2 H, ]?!�_! �+�A�ver���Ah�.+Ammos��/ YA�0.9i[+"mY%)t"�8�3�-b�=Q!�s� a M6�}$ Ve�4��� _:� .�`)�t �7t `A�0U���k}*�3>j. -rift-�-{`Push� `: !�Y/r��a �39�� $��TC-4� �<��w!>B~*�5`11.3.o#.JU%-}>;6.9.1{q�R�� ��`get_hi����s`�`run`EFmarkeI"a.z . MA�c - -.� �)��:�: � i�e You&�'�� 1. **�^�&.  D�As**: �!�ib��� ^aVM*b�P +i\`�;.yaml` f�CtoU�*�*� r�8rA00 currently-�j�'�bMdm�e�`. *H '��( zero-dowefb" fs�  ���disruS �0%-^�6, 2r6)(.!b� /Here'��"�A)�```ymbqP� $Q�F� v^�:�0 .0 #nBf  � .-8: Z>W K^F J3������� _t6"�\�\n\�$2�6�5����Z,s��R�P s�� :��**E�2N"�&��;e�b�,��/��n upco-SDKA �ase. P�� �*� 2lto Z� ����O�!cŀ=�� �[9 T�-���1��CI�1�Q�t=%"�-�� �6B� :1";E +�( push� = � �"JC�="�*_�2t -&�B1=" ��)i%��After��O n&Jd� �j�3A� ͱ�}>F�-2�nF���FI��bMBBP�Us���pA��+ic�orn�>�9L her(.Develop< .�s (e.g.�N�=s)efCI/CD"#"sF��F�M�M�!~ C7and  y=�m  a��}�2>mq�>�"Q q�--�se��9!f�'� a�wp�mes�B< JedvUP;R� f�1SDK��%� Migr: !R! �d�E � s_fom�!;e 6 in_�: ()`, partial& :k�� �B;io!��b�D /=. 6�$�2A9 delek_statu�U3is ��4Z�8�� 4E/f. �Q�r�3m�dmFf��1hH9As Fo�)e5!� Inte�A� � �o�("�0.9:#q R4i�:!�Q6���E2>v~G��b~�Jj�b~�Jh2Z ( B,end)` |F3u U�.1 �hpine)`%nh}s�=s 4!8�f�kh.3�Nk.h� �@*��-="none" �!�3>�....�h�O k:h!� !.p2��ha� eF�h55ba�u�,*06, &&�7m��?r�l�/e��offici;}�e�� �A**�ͅ**k8k*��g8a� X �86�or�.� R�} /.,2-���AJ3N�z��ˑe{F�5Z����D�, Job ID (viaJLe�4�4!�2k�"B�job-� �>D,job(job_id).�e` |�4�7�;NN�+(�*�AcoA9= &�c�*d c��� s, 6to�inej":q��0 a.F� s ofB-�^�,i�n�d d*) e"��F P�s�+2&�a�b�F��na�of` �(,y�,� �s. >*web*!�!5�*1�ov* �* * �*z*H!�*�**�VM0.84>�cQ8B"�t�2:'>!A��et(` library (�4E)3B^<`O^ ս��s�+>A���T�s)>�T .� iR eF� UParqu�Ro�taG-&i�tUX/a�89*�o �% `.6?X� 7P^��S�&;.� �% must3!C**o�Kmand**f�s(9�Fa�=DxYse=`�]_."(5�Lot�5spot_��$_fallback`� &��"`_!N���w�-��"�O's�to)tS*�3�Z�pre-fill��}M�'~��F6�'T&�B�9anR�,!�� v�o-c*�I --pI�%�6�e�d � Ri� u (.:r�#�$�ZC:��6R)Ao - ":�b�`�~�!�IfB<a� set,�9�b�is ei}"�)j�Ao�E�7�"�0K6�*�),!.hG A�C�.mM.� !�N�rF on1��o n� M�8  R48R��'��%eton��f } �A2@"A� *NQM��o$0.'##j) Z � E�� -G>�pC K "K)s(�H%��(loy�7o.?&S�Z� orch�! ���W7d :R-�furE�� Pe%�� of�"� beyond �rob�+2� "LX"8!by le�J&ite�vely u�2� and��9z8+,q�f��"g"iEA_2f� A ��^��n N.�[A����<ckage](h Z,pypi.org/pro�F/�/#ly)�`A� 0`).QR8guarantees +1 s�'--%��/"fCs�Rli3�"T�UVA��BZ�Q�� �*�0.9.*����ea{R�1j�2a &-��� �*� ��n&'N25:! (L2�,a�Pc�YofR��Ze"�UՑ�>.�time. �)�� �xQ� thei&� R  & P a sm ]&f�Y��< d f�A�D �T9SSX.>byU I>.  %w also"�&1�ө(�1F elogY hex�x ,��cribe��2"� ��,�W� 2e a zVq=f���Zii�<.�� & � Fil^�� ,, �Jq�W fL� �`o!���~M�9A�a��` �R �X�Aj, VV�coby cer�3*�O%J*y%�2w�P ulti� �Vsul> simpler��<�Q6�'\���,�"�"�5�(��<1�=R�O/av(/��`"�(E� look%aE1��Ud .� Rroo 5.^ ?5�9�ans,R,! a� `-6 ` flag�ϩ� �M "}cIG� )aW���6�t*K q!2��#%�"BU�.FJ���4`1�6gF5ies, lL6�$ � B���B�%t. Ŝ�� �F���6� te/he:� �u� �o` (�6� B�))�^*( �n�6�)��R�,_d' e` :�nt/o�R� �hNem�&T+ "��5�ő��  # `�W1/�S&� �5E�N4� �����>�� !� new �.* / �A�-a3*J�m"�RN (�Y��$� mat`-��� r  to `Delta) or 6bg##!5�,Avone�:=2�[2?=6|a2 , 6(`��&� N8,:�`�2� `. IBi�uS"- Fv�� onlyx  H�1a�-M.`Q|}?A# 2-F.t2�"� �D6�A6D:� %S."Z&_al�46�:��P'll"�Y�A�2�XmxZoJon � ��!eHPSs F�f���be4Gby:G#R:G>����4add��Cto%L>> �i� 2Q(kind:1�]$ stF�3 52; &2. ORan=��1^ a� �6k"� �l2� =J�AB]>�*�<]� .Z "7 ��C `�L="7Xpark"`�*���Ue�beGm0�#���SDK�]outpu��A� _��2.���"�0)��&�;&�  N_�;��\�h�Y�> SDK "�?e�m,2&� %�� . A{3�G$N���D��c)`�cG� A�#jb&n�_�IiveD(E`.�)se i4 �n:�6 .�SiW�(eN�oـw4|`ALPHA_SNOWFLAKE_COMPUTE_ENABLEDs t-Jt-� o�� beta �5"�5 �[�7|�0Jv.O0.ѱ~ 2;n2A�l� connec�: "^�. �xp o�isU�(!D"�Z IU6a�RA�a Jupy~k�e� rs��se"� .��nd('�[@OFFLINE_RETRIEVAL5`MODE', 'ad�^'�d .���Athena�orՓ�U� � *�B�"88 �ny�9.Z.��-�0.7, w�PQz' ajor!F�; ��!��^� d � 's�4 end.�)*T"optedYSsee�O.�SQL_DIA�i�'Q�ATHENA5YU�!�ig&� f ��&%F6"�R�.vpWL�<):B�,�a%�IEPs2 ��-�mor^s4USE_DEPRECATED10U�', Truei�Z�# Z>�iF� A�)��o+I�nJd�r~F Tr��at�0&~D!� On-�I�`anc�8V=""N"`)��@oE�z8issttak Spot�s nxv{�A��e freshn)v� �a�!"N6� 2�!m>� (����r��5C2 ^EMR6)6�6���!-J7.&��~�6f�%%@H&��~js¡��~ A���*�#X"�.�f ai4�&*�R�*%��NF�N���&��&��&��&�&!��K!���&��&B�&2U�*�(��)>�)8�E��&� � ���)��)!��6��2��W`W�u�+all� Z|��(@�u� �2�(�H�\"W,io&�yB(. /c�_Jva&E<W"#2� ��A�trol`A "L%: as[E -rol�p"�6E un2*�'1 � �q cur�:�T�1j b�,�h e�`--!"� YACL6'c!c1%�la�`--allKs>L�ABt�k&�N �or�dadmin` !3k �i)�ll Z�fi*&�5*-w�nG��#-aln`--Bty-checkx= --no: >, / J('.*� �7�C&#. �- "8%�r"�@� `--y!a�-y9iQ)?\E�] ve � �� S%S`%7ud� o '`�*`��o�J!��uAQe Wq �ra�I�A�F 7�^ ? HBG<oJgsu6 �Tu�9g�|�m casew '��'y]f�P ��2:*�fYb�ykZ ed 1 mz�w� ��� ⚠️ "�qs: No #" und.`�@z���@zI�O�. ↓�( Plan Startz0}6Z;FW�"3b d-'�=_1&>\e Whet�w!V��-q�*�kh �t0 18 years old�&�=^8c�!�2�0.7B�->0+6�!�c���↑�I]End�. �Hav�� ID!�Ӂr� �  Web UI:# Are" v�jw�E�pp�sis =to: "V&F`"? [y/N]> y 🎉 Done! Ap�#͹M2�'�hBP.g�.#bML��2 ja�D&�z *"�6�P�CBcHR9/S�un� nUt �.b�c+>d����.�.�.�nnB-��2#+A'.� '. DB���J� �$)ˁ�=� s. � �� 6� {"�T���":{n7�,":{}}} ⬇.f9քBs%Pa�w4Size":"86400s"S�IL閡�V�Mf�,Nn)a�a Jo(@"�R)H�M�.�resol 5i|sx� "-"6b!�6! `.��41.01.1r�4a�New��FRe��!"straint��Dynam6"�,�.!4h �!vW_regio�(r�,=(` B�e/B�2oO� �� GLch ]s. B{o ���&  to�E� 4�O>.�5�$0 char.U &�` s2xl�yx�(�� don'&pw0Ue��*9y%L�>off of� 3.7!EMR!E6x��run pute�"�Q3.9� ardlcof�Hch0|�u�C^) ���1 ib 46.X�ge�$:�� reacփendy�N(n June 2023�Pi� �Se>ceiaSJq�@e�L�&� &�ipB9B��0.D>"(e&2q4="emr-6.7.0", }n=" 3_9_13"�C�"��I� 1.2V-�5@e�o :O2�We "R) �*afl�s�3a�-(!�&�OmoothAbnsU.. � EiIme{ed6�|S�)Afo�nMockCDn xt class,E7M� �czK �}s��t��/���z �e'! abl�!faĆ�(�� �-�kn��t X ��ot�C.�s.: I*��� cdoc�/ m*�dB.Df panda1r�)' = �['�g =.(- ={"my_ �t _S"})Hactual =)��0on_amount_is_���>>�>�  input�Z={ "*M _8es�J%C "�Cex*.�# } ).to_)&6� �}=-=.}F��({2�6�0": [0, 1, 1]}aP U��Rassert_h|_ePS()*,s6e����0�6� SGs� PyArrow6�c `pya= �t�$A�9,�pI�\ i� \.ZL�7similara�a^` �6vtZ_x�UO*�U ce benefi�6�&��C (1A�E��U/ �aA�}'�,V Iceberg.� joQPostgres2%h� Time I�Xsiv�6AddJwc�i~ "��_'*`jR� �% Mu` a��E�'� �'�`�x*7 !��J.��� |�AR!�� ` - �miteco�B �:�W�^API ReV^J5 Seam�l-Yte�Fexter�!APIMR $ -�!8 @�T�n*�rG{c$Wor�VUo*N%*%Rea�-e -�6sED ��x QM�Calcul7 �pI�up�exe߆ofj i!���) `.H`. .-X�"r  thro�uC. sql-l��vs�}��)3e7m ��^K!��)� vie! deli9 e*`Z bo�?5�"A}� v]ngs"^ to� 1*ф/Qep�ɼ/C *09O@l �vle�-n� 4r n�dmai� Lp���.v09_@at�2lst��S�ly�5 `pip{2%� >=1.1.0` \8�R^�3&.BKR)? f9*299M&I���t��P�S ��K� k� �3 L&Yru jw4F]A��S�S�SS�V-!� �S�S��R.�2#)�VS� F� JEst�um���) �k������S����� 4.Tye�� �����-6 --��- ion-� `!��&u?>  s.� �*� ��ata�s����8 ingest?"H' ��-�?.HH: S3, Glue Catalog,~r#� yR�k�nˆ�T=@��6aKafka�SKinesiXa8lV� I�:9���� be��p���+�d �W�a.S, �� ed,a�]!W_/copied9='� /ki� ��( j�:g\��underl �h ,J8 a�FKto2 whm'�>%$�%S^ !����%�!�H�^� s, d`.,7 �"� !�bes�]� ces? W!}\.`�Be i,AWSEf.\ rts �s6�*2,�l<b�so��n&E s_<assume A�(= . HaM capitj�� !q2uA\l�:to �v$icult-to-c�� bugs -B*�{5. �tN�%�raw2�%�7re�m%2��9:�v I�W1m@!�=�� <s�5>ig mz.-1uS. ? I� 2dA�r�a &".%r%Ei�'s /�Si%�o&�do:+n?�A�=Q��[n�# U+� co̗o�ll be߃7( i�setup �%9 � �#'s� �= /}�bA�c �Cs*��q granula�ajr�m�ll�z go�(orward (eg,&N �I�S|e�� 15�< ute ��"�J=vlog�E)�4b6>�] >at �\um�) �E�)--toU;!DX infrasc� up, if ne< aryQ�a�2*�@ p!!�9�]~�Y (plagi���:or�9!iaVA�9-H� aga�)�� us"�,�s� ��uc�d eaAm�f�^�Rz�2od�i ��4sy�E�ť�:1|a�l)]n * ~j&6s�?� CSV, JSONE9 Z AVRO. .tf��rds, �h�t ����M e�0 �. �`H#W�� !4�<and-W ���A�Ԍ?"}3 @:#built�top��N��@ _a>A+ b)���4A ��ȇ����cdu�ncadenc�Jm�i�(weekly, dai$hourly) - 6� 4i�����D one Y~�t�$)�uL1C��)p I��*��%�P P��v�#Zva&gAW�2ur� �f 0 -�%<a�to$/ ��r.�ixZ��m.��� F�;�a As�Q�uWDA  &z>!=+��e!��" 9a���pa''E{"Q48Zpof�!��K�� s. B�sI��fin�Ssw�%Hm��s� w�$��iv��<#(: <DocCardYu />@�r< isa]ed !, 5� [�Ap%Mlticket&�D�&�/n ing-a-�-m�- 9){�wO'��2ѡ�$quickly.� !�O8 "/S� a�� !�%2.FL *>E!SM�z ? S� � T  ce L�A1}iv,( ## D�F � �s-E vId A�-�:�n ? B" )��run�qth�6��n� �. e!zIop!��6 cho����ave m�A�*tk%� 1 � P`�211: clou�}= r aLI�Kduce net� late�n!r6��"�KA[��`"�7��#soc��d0@2I ���%�QPSem�-���&i�)horizon>y Ɋ�systemr!igʚto ��e�'e� of � v8 5eg al MLj1 mbload  �u"eC�( at 100,000a{�5per�� �#�8K [U$ver 3 millAvD�DB� ests2OM`n?9a+�AZur� g [!�y�ww��cto��/blog/-x-10-mO-v& rs-pb��-*q�and-d�db/�B# facto\��o� Q@�"V�UGetm�d �"�hc !�� of\17spendc9�kP�y��st ͅW�%� navi��!4\r6zV�,& he Monito� tabAhV2�k���f~�Au�-�S�ar��1.n ��o{ofq�0 j�!��: Redi��,  A�=l[h re�d1l.c�&Xq-nA(�^�,ce8�C��*��]=��"r� 1����v� �2�%�/(a gr�nr �a��sc� VlSH�`6sLnN6  !�9a A]���[�ent!��influ� Iv�.e1)6��!V�� �ak| �X(r}8^ a�logic�k �I ��q�1�6IQuery-�aK)�$� ied �m� indexx;u ll#:�����~%{J" spon9��)� it �!S�ڥwd!�*� a�tJ"V�r�m�� A� � y)K*��Y�  �ce9�6.݊-��eU�&�E�;�F!� ��;a--��)-!�trgA-a�uV�f )=b�[ �&he�ag"W�_�e_�uod_8shl�Sa%�> ; or�mov�Duni��*-7s �% |@ l.� Ca�4& Mz Qa ��D> I pipe�>� programC  langu^d�~�� A0 NA�����bi�M,a{rs"�$-�p/ TeZ� �Q��l+!� meta)�ndi�y�+Y� ��y<N�A� *�T ��Py_ SQL 6?s�Xr)��Ai �J-eg:5a$ ar�N�{w�&. 1�E��  m.  }(r %typ! re1��5X��!�C�2!+� f<'A for�_��Ln��%rineag#���;�f69VN�=e ٱiZfB\wi~�Nd/�mӤb-"�&s l��mZrZ����j!�; `Mp_&�B�o�I�ng:W)" alig�?h!�6��d�x epoch�/ (�!&vdpo*�e ,�l@1970/01/01 (0). WVehcr�^Jsby > �l itsw(y �!�surd�es R ��il"=kh,!D"D: �[?2E�of�(/11/12E.a 7-d�V�-<�� b�� �`9)$-11-02 00:�+9�6$")N� dict�w6]o�w�#r"q_�nJW�o=,`�OB� you ��r>; Hm�Y0�3!���ovbd,�� fac�}aEf� is�1,&he subs�` (Rd�t169}�-too �e�&UeE>�{͊happe�A�1i��961'�0eP6 '1JQ$y�2�T flag>�dep1nc!�o�.a&:����rmsy�",�{��Bcf#| >9�-M��#n oqac�� ��p"TY���age, t�C9�C� git� ��w�|�� e� s'B�Pof Kg� �oa��-��,evel&�$s.!Ta� -� basi .s ime�uvea�ߩ�teJcG 5U� % -dr��ML��84('re regularVT�prea�K%�( C g[!�everyN:g�I�c ��n �A@A1P�|aN�AK24U�) handl��Arul��X Dp"��j�Y�At�^� | |t��i�2}mo� farEC2e1�!�9��se� ks'>�mρ�& .)trρ�be M}s� M��existQ�.�Q}%n���P! r�>y%�fix�=u�RK�)*: ? Y�;<"to kick+�5"overܪa�!"ea�ti�r%A _o �'��  UI%�d� :O bes6�=#�? Oa� `r.�}�%Z? p7�&spc�U�_yA�!'?},!��r:*5Fin�-� *f6!` i�� Y�a��-month aY����� E� D s knx�!Oe2D of i&^p�!ba��9Edo%��� ?IeitY�hg� tire )p�o� 9�<�) bo0��Mͩ�1� !Sthi�um#rW 4 /i��z1��N�U�(�� raw ��ŗ5� ]�ta�2� �Hrun���rA� �is0R3�onsum%��a!cep&�4�Emap� N� a���i"{3 wc# -"� �+� .�H ,"it!n,�qҜ��G ,� �"�nhe&vBi%͡�it} !is bi��V tracse�6�)n AirA6��P�!ct� �%�0�open-)�_ [=��r&$github.com�^-ai/a l�)�coording 6�`bѾ�-A�up��*|x"0&ld�5use�5�� � �/6�" ySD�P## Shar�.�# C@�vinsY1Q� BamA�L�WK O tea��yB�[kMR�_ i&;E��yŷPe�u1����ro�? S,E��muE�>�job�%r��- \ E�wM^9�}&� disc��3�-��%q)!)�ArKa�2$\yu_uu ar�@J�s,�4v����%3 n1�t� 2V7to �D,��w�AA�͙�- A{��FI�5� e���Y';�("�) Qg�? &��2 .�Q[%΁5oϙI�9# t3� k��.�,~�)?ck 6%.|�Q � subm��B31")�5:��s;�AN�!�v G��6�rea�LE�e'��� m a�H� aGNulls6G n� @� I�"�( *s+�:0E��� %N��s.�� �)��=.0gis  (�zPzA{�!_)�en a y�ed2�S'��N� S`SE}Q0 NULLIF(a, b)NNor �aV��`None�%S�als�} membK rray78�{`["foo",%<]`7Z,ܡuc"H Numeric,*7a� P�7V�^�[ � n2��to!9eZRi"V� e (`�2:"`��ngl�F*��9|G2 �-DK�KV��a7�al f A�!�n- hpI�4Wr��at))"I�;-!�. *!�! `NaN!�B=Vt�&MH11� n�m�;P HTTPQ�)�)=C!�=_�k�|M7��i��E�$_��&Z�4��q]+�D퐅� 2y{,:%, =_floa }v<&Z:� �" � Rist�8�44_�4�0,&�k.C.�IInt64,)� D� �=6j([ ("�", C), 2�"Y)]) @rN��:� s=[ {]2:A�="M�  ���vl("M*!V�F B�`�M�_A�_-�( �_dfn�-~ � �k�nt*[=][0]) #��n`�2�.Q�Jd��a"�=2prV\ ��^_#�i��A�)K5ge; corr���mD!-��2.pq�-'&�;.A���!)([{.��IU� � }]"y\`ttl (�#.[7)B&B.s  t �� (`ttl` affec�he6�$of�� �hA���W�X���B��M�=� ?�x+"-t!I ��F  �$&|9�12���wel,O*JT�&�\. |m%��+]7l ]<�#!��ow*@ �") .��с�� o2�F*DF `y p��.�!RG �  wish�� `=N � '���p�H�2�-�OŜa� or*�*��.�,� GI�N�taZg����Q�Re"�?:w�. �AN)����A|�=a"�& �in6  �� &��} ropped.�S��6\5��zj?s � Scope u{aL=ɐ 7pG�-3 �*� sa `_e=)��a,x-or{-���uskh�k�-caj:�Xslowlya[��’� O ism ��"_ yAE(+s�F�ip�!��ma� S3/fixes(IZ s. E'��^wES��a?,:� p%invoke �A�*&� �i a�KAm�oa��J�5 u, MEprecure�9=**�**� nes�U@a2Dhe�URIA�n �zad�qʴ [%xH9f&�r, k.apF�p�+/�/�=��s-�u.html#5d-y�-��y���  s�` G)�in S3�K�Ei�6� Y�,��i �ns�5ons_d�+0(uri="s3://my�/L / /", �!�g�rh0"a�~@_� =zJ"_ .FB =.�(�=.PC '",\0_i�=2Ids�~!B!�!{M3!�vN9�\doR$��z*"fJL e `f�gf,a�9�f�i�!�K��P, #�&2� me r2#�CA�� �I�V�: x 12 bs x��rox 30j s = ��x 720AY�s�5E���U� ��0�"Y� ase VKx 24 =n 17282_k-�{�"�"`b�ɢu�>in�� � `� S&8pX� ��<G2A.mE(n�).2Z� TrR7�H%�r!)�Ia�’reN0(�k0 �P"�ce �����C��js<L# csv`Y�h_�V solu�1 SO� 1:�L�e9 c�; ^=�#n����5_�8�� a�9B����E��� . Si�EI�ea%!8'�aK a� AY)9Qsb~s9'ly [o Y8�!yWd �g is�/ ��d�a�;)�3= d up�Ip!gusGce)e�� ���,am� -X,!t��;r3�G$[U�5�27 �� Amaz�h3ٟ��.aws.aW[cѤug/Hգglue.�����ME2: De!��le>��s DoAI _A�_  :ghf0 qA�/�)�? I�� tota�' is l���i}� fewer�. F:IL yS�v0��sE�O K3bS bd�o_0�ZIsa� #1; 3: S^ 1hema_uri!��ae� �K%  i� �, 2{ &Qa��Oeld� �R �c�&Af APl��l�tEce�� E��c�&fy�L� truth�� ��N�)�)���`j? �d��+�nQ�a=2022/�e,=11/day=23/`A�-�a�6��N6b%� �� sJ%�"aP-�!`Θ ,SCHEMA_FILE_� = j�f�67d652�\"z� murz� &)�Az=:� A�F ;J  F �:�c(� . �2l�.i�jt�5�%� �W��“�,Path”�B� tell+<to E>�)pQ��+��to�:PA�g��� !�as�c5\V���\ .o��("�", fd") 5� �[ c �b-��� !�C>MОik ! 2.0 �Ioh˧��e,ver�<�)�U%�� s (s7� _o�sA�_W&s�/6i4��t y[m�� encou�)O errorFi*�N"�y �� Type��: Cas��<nit-l�Td� 'a%a64'�12x=. Pass )[ns]'� `�E .nis �oc( du%�a r�N)�i!p$ 1�� !� `Timi��*�`!�y ompat��G)H!�+e)C "�|�z 3.5+!Pol���Lio1%i�6m�?!��1,�7pf(� �9&PR& *n!��/ �qit/305aa4a89efe02f517f82039225a99b31b20146f#diff-a4f1631a18d1b4921b8727e1d78059a1014c433239eb107962c473c6466214e5)7�N.� EBTe Arrow}6&B  ! !)�!,Acby.�Xproblj�icB�cB�/\!U��A^\pa�b��� EMR�Se�i��Q3 #6�����Op"�� sql."xO.a!.py  �d", Tuef � te���([[�. now()]]<Q�:٦"TI�(��(O����-( ڂ'�T-!!.g.HAder%Jig�H.getOr�4eU�VjVm 3f� '��z�,e��e,�Bdg� ]�.��t,�_R0A��o&�%��e�# Limi�/o� Byc_�tB `�Mth�3E�A�n�s [��� elig�4��>U��� d iy.+&en/�/M - �h�;� #�!ed-�z), �) `Ma�� , `A� ���v6��X)Puct,.F7 �>2�/�f��� Amo</�,�%�v�!}n �>>P1�.y$ everr�'.�ſB�9� f'Nf�UAn�X�!N=G :k2E4-�e%"�St1��~uct�,�-s !�  eger Z�� &��^6 , {"��r": ": 1}} � UY "�("ts":�()w<20/ �([ M �1 N!�1 ())]� ]% ��.t:hJR��,M�A 8dto�<��1�'� �-Wlved.�g UP"K ���*dia�9�"�'>8�d}$A�nd�end vis֭�-&n `�2���"�n#r -p"4 � 6i���bet�Co�?B�4%Cspa6@"�&�*2�'�g1��;ws�-o>e�1@�%-`�.Eu *�ji�u�- V.P9 AI,4 [%�B(t��J0B16F ^--�2"B A!B�nod(<�kM2 l%��a�5U��2�oR5e left, v!�/rȱ%�rD . !q _La�eqBed: Jan[75_ g`�3%�M#,�<�w�r�w|CV ste�WA � �. FX/�a���Z��$���)�+ �-/N a���AI���� `�Lr**!& �j�%� !-Q�$s"�-�rex-4�t''rd��x.��:>��*�-V�.�V� �:�6# 9!8 ѵ:J;�:�!�r%�.w�)�1�&�: �Yoszm�s �3�jh&[=ɀ �O#&"�kn$!�t��M �!A �B�)k@al.� **R&J� -/*\�aA,BT . U�/-�mam@ lude�&%��Tj�6!�%1��%*�)�!:e> !�Qh�Ja>32�%�"�):N �"Q<Y4%�6��.�2� iA&I7ek6�"�H'mlyFM!�!� ��\t;j�fSa��N� I,��JcE�"e�^Qw��P�3�8Q�� s�3�:Q�0��MbC�݂���.u1"�$�Z�*a.�\� ���/�# �#��>G!%Model Tz&e�$dA,'IA�)�> J" 7I" ��a9�|+�FH,A�o ��/aj)���GE$� ���7 summ+��~ W�"v�-hLhundred�<�5N0Q" �i���s�1s K<torgan� -- nic��!�?WLbE�e����s�s�8��2�,�a2�)�A���!*u&f�$1� , rX��I ,very individ�e *.�g C��!��"eye" icj� rol panel�� swit�A����!�.*xvI A1&�� d�5�N2�L��� �G9�E Li/C(6a�VF exce/�t� A��*� � �� %40�8%��-"{ }H4� dN !(1�tIj�"�5�?Ta*6I*h2� � 2atiani}��a�J"�2(��.�,a�e8 ll, ao�-7;&e8��0�e���,�J)��� L j� L�X^�t�USd _t�IbL� O�f �?cD�m��q)c�uO\purpla1<����f�T���1s>� RA�be&^&z%�6.�=�.. 9�� =� �i=���sN� e�.���7"+ �,� �aP!�de>M��di%h.8M�s ���Pple.�w/l�e>49 ! j$] s�� ��n "3K`�v�Eon![d)�� AH6L�7s=+oM.�ne � � OA�- "�C8%hem�]"@ �P R M�".spZrag{ "� plat�L ttX�sh� �"� )�pwD�on/��p z���**�M1���"�ls�dA�M, k_c2iis�dM��Qpnw"�5c�9M��� m��������6P95%*�����[ �a��to easil�O�+4O�a� �_ �`RP�6�NO�_Mt �Mto laun���Mewͫn*<nAx 2=I&u��r her7���T�.=-el�g�$� �-Pis. ŵr�� �!9 do!IB��( ۥ�8��s�; �-r��itm@A on�o;E"�8D �D! h+gAVnd "9�[}�scree�  Be�!?)��ive�,uw�E�� suXe���Ek� qDnyAbV%U. bX�.�A�#��!2re3,~,d2��IRZA4Y ) �ǥ�d��nA����p�!;!��rnd*�N�5s.ii���Au/c)��Eq3 cap9]Fc�vo[f-AH*m�!T��.�9 � ,�7<!\AQ� ad��of�-X Of��W����(AEd +<?� dXrbed�Uea�" 0%�1^��s� ai�9sZy~&!qa �����^X�%or!,�4ML teams ca�n stand up models more quickly. Additionally, the platform team benefits from a reduced surface area maintenance and compliance. ## How to share features in Tecton The Tecton framework inherently decouples feature computation, as Feature Views, from feature consumption, as F ��m Services. As soon as a developer has contributed a Feature View to a Workspace, it’s ready for reuse! The 29�can automatically be referenced by multiple F � �� without any duplication of resourc�uTfollowing example show�siBatchc �(hat is used%n input �two iterrss0a fraud detec�Ek8. ```python @bg_f �_view(A] owner="B-pM|",8entities=[user] Htimestamp_field="ts / ]s=[Att)�t("credit_card_issuer", String) R)1D=customers, ) def F;($):�Dreturn f""" SELECT!5r_id,J?@, ts FROM {transa%.s}""" %_5E5,sI� =1�M(�F�, �last_l _amount])�o_v2Fr��w �F�,_averages] )A58 Once applied,���Tecton Dataflow diagram illustrates how, `F`1>I�is Q� A�boty-a s. !q�reuset( ## Advant� of5 shaA\e� �/# s-as-codea5��,enables safeJI A comm�ear X-�$�e�,the original��maya�0ify or delete,upstreamQ$pipeline, �5nkn�<��Lreak some other down >e�s. Wit�’��J�,��er%?�1k��are ex��<itly tracked in %<through28-� . If2P is modifi Ea way)4,would impact81]defin�I�`��on�!n` will:�0highlight all RedPconsu�. ��� �k�the�nt�(appropriate�,-0oseR( by inspect��.N-, metadata. FAly,�agy` �requi=| acA(ledgement b!7e�^< or CI/CD proces �e ])X befw roll����change�} a best pr�<ce, most organiz�mle�(6wes a�theirqs-^0 repositories� prev�accident�zreleas�7upd�QaV I��U�##��  optimiz!� or c�� Compu%�acs�ngysEbi� bigg!$infrastruc�Y for produ�C AI%�s. OftEIl%=nage�0 much 8expensive than �.�! H�AC �promo�vmodular�^oi�-Lsa�4as .�s. Beca�[:X onlyQ!�h� s onA!� when v3 Q�s,e�J%? to calculaW1�%vQ:s!%savedh ad%subsequACUFur�Y �***-.�e�$ng Cache**[YA-Qc!�3 s between l , soE��same 1Q5� *9 ��el�piɚed 2� "` b� : 1. Low�� Zost�_ nee%la�U3 memory!PA�e"� e+M valu�N2]>g incrm� � hit ��H. 3. Improves a/b taaccuracy�i��kist!�A�-4  perform�  If�E!s was not%�rnnew)~�)be at a A:ncyF disa  due!a l!G:�$!�# Get� Star�"w�7 : Setup R���s4s If you've bA invi8to joia� exisTMzAcc� ��$Free TrialE�8n skip ahead to�8�A�! @SDK. S � up a% deploy��ol!�jusA�m stepMMConnect�<r Cloud Provider�you���Q� l�wriIR�in 8cO. AW2g%to A'� �e eng�Jbc�!�Q� �3.!�! ���%environ so �I buil}�=�.�Yis guide�~ help=under�w� $componentse��b figua� and *inE�� ��ac�(permissionsa'llIgather ��$beginning �e�)�. HavM's�Z*�sefy�ens#$a smooth sE�',. Remember: \�he��o%!!�t %k ���res�tive ie� clarif� �ny� �or*_�rmi� A�{ co)O)=��}��cas� ## W!�You Nee%�Getq� I� sa��QZ%9E> . H�is�>��-�� Ё1�in oriSƞra�%�# Picka��W�-zy� Yo6?!�%)B,N (e.g. `myA� any-&�`). Taw� A� part o%�!URL� iquely � � E�� ��(Ro.� P.ai`). (Note: Names m���$be longer  21� � ers) #9+�� regi�WE� possible,1sha be-E�l� Q��-�7p%�n .� .d :�, keepAZin mindbusin�or !qli��tri/ s.)�0, `us-west-2`]AWSa)1 GCP �:�A�] Depen�zo.�a��( YJ,A.U�ada��AII�( to: - Cre� q�ei(age buckets'IAMb $nd policie S��network!0!�P?m��Q�)"E a��Up-�# 1. Sto��-:� you have �Ne,:I �6toA5 : ded��ed:  (S3 A%-o f�!�2�)F2 !>encryp�F -���cross-�5 �9g a2. � e E�m (OFal) �!includ!��t-�)z�� 8led Rift, which��� !Jup. But�al� y��Spark �ETL�ML%[  want!\YQa 2-ba�Au"-�well (!��st����dobQ �).�6U�� ho�!n�one����"�e �$bricks (on1�-�EMRmc nly) ForIg�:�% �\AN���6 - Abilit� �}\� 9� ag>�3]cy�mana�2c�ere~# 3. On�E�eUGu�an2X0*1i8al8e� ��m*8:��� ��AAn ���Y x each soluaUz �mre.�^be happ%j walk1 .�tradeoffl -AL: DynamoDB (default)�� RediA8u�-A:: Bigt�aor $ k ��E�>J69ʵAeiL Amazon Ei�, `, Enterprise ��,�� anU suppo u�3��Yy�K]vEf ecurA�group��apa6Mg [6e4� >KN�,6���>�nd\b��eVPC� �͝F�MmJv2�P peer�� (if ��g ���5.� I*" � ed And f.Z to obtain�)M�]f�ale\ %:�-MolEb��!X�*� 4 - External ID�N ���� Spec ARNe�V?as�]j���Nex� eps>�/ � hB A e rm:u!�Hne� ary "^eT�Um8! r5detai� A ir�)� ��{gu� aZF -�Si_�we�.das5 }s� things up% ����A J� - �mso�z prep�forEVMulti-G ��A�� - Backni covery��� a � mon�ng� aleraeKInteg 5�"5�� a\� u) ��Uua*�ŧ5[ReH -�N"� 8 6%��e: -z�!Zed!; �3 Guid� onɲ�A?r%}21��I'.j EPalists ."$  docu! %z%U� a7DQ�Set0 I]���Q�is2�)�Qyum � _ do� !�do� ois manu� _. St 4� d:e_[a8 selfe%if ��re��ous ab�i�s?Hfon link� %j(individual .� �)-�i� tep ��e�s T� �2x�y, zse Z�2 �b"p�t)�P| "&��� [� 4 F;ute�J[�B ij� Ja`ur^_�@ |*�. Now!�!� �� �a x�Y�A-)M1����  rAda �� ���a.�0�e #ž User ,.��-G� 0  � � tot y3 al 1kT 2N:  A� �a�*%Ha loads.��to%� I&a run% mateZ�&/,� a�e&9bl� c-%Cu�#�!Y,. Typ!#�� ;a�.Z A&�� type6after OM9�n tly �e� E�SL# object� var�8 �opicsA sKi�8B��e2���azend�� �f1Nmk)b�� th"�5�. F�#�%%!%�."!�YpL: <DocCardList />� .=! sm� 's P�#-n�a)!O-Ak virt�¡�Q �m<W" ^KCi�a�trd��flexi� in w� $� r�) from�qB�$Z�Si�"�run�� &� ��.wE$�a � cli�or SDK �-��SQLCi< (MySQL, Postgre Orac} etc. %�wareho0((Snowflake,� Query,.OE��N , GCS, Az� Blob�age5FilEY\mats (CSV, Parquet, JSON*REST APId � =s via-� pack\# LRedshif�&�a*,EE�!�.Vi �"�& implA$��"<$�? w#^ I4)� �S31OSoogle5W�p] Iceberg -=� ��]lM�@ ca{ 1.�or��"�d>-�Be�_�"o%U���UsFandarDW#o�8 E��R�&a p2G$r pyArrow)E`Fr3�aR��i G�-�:2( U_(2 }' my_c� _){(r'#. m8M-x�$!�!04e�  td -#u�у�-� R m/respons�'`L.get("https://api.myD �.com/")A  =H.json()�>ra�%e<t(pd.(P) my-J w =����(d=">Z", .~=> �'#9$S����"�|� o �-Gs"� � MIn�"API -- aM%-.�,HTTP endpoiniata i 8"t��i�m�<. Any system cap�of ma]1�X push �in"L t"x&is�.fM�bR�'�j-�V�,Kafka�;CK�is�� adap�� rto� B 2�e by" Rea .2e� �� Fo��� them�or5t� B�4��6M=Y POST9^to)]� �9a�)3,# E�,:u��MT:�+!�_ T _to_�( �@im6eS@TECTON_API_URL = u�0&iew.my-1&C/I|" D#-7�� � 'sF1wpayv  = {"� space_a� ": "%", "re!~s": {a�)�m�": [{ "": {}{�� s]}}�PA�9r N�post(6, 5",ers={"Author� ": f" �-key {8KEY}"}, ��= ���}!�s"� N!Q"\�Qp�� ?(Ehey#abo�how��a few�A�mA]�*���ȍK �. * is���, �b.� t&�to6� lQ�.{'s exte�' eco��of libra�(� Ttools.N--- sidebar_)ion: 5label: "�" titl}pto&�--2�$ �run��"5# � d!!@A�anRB �*� � � .�"� � Fu�wm !�s h.LPy72� ��IS vali *� )� ;.b6����{,. :::note Z�A*� availL��in g 1.1.0 F �})EL���|"X�)mm?I7Au[�](� py.i� .a�v.org/) IGy 6�)� O �S Eucori��(�ed *��scheme6�0�2k l� .9� -@o$!.�  fi�2��s s�*as S3�� a�!�catalog ( as Hu nd Glu!�TE-iE=�, a `pya o � `RAun below23�yɔ � ѓNR # De�$e� JtI������2J @N:(�2M �g �py .-8���_ �W _@�@<� >"�f  j�s��7":" } #���)` 3$am> at�,�)I��>�E�>�� � =2�( u , **2tsɳtbl =I.%c(} )��4tbl.scan().to_E2�  #� ic*e� -q_d!� >�  �� T!+]�!F��$/d� _&f� �! ().��(10 ��W�0Ba��* local���book *%� `��1&�l�0�* [`Ut`.�pi��pro�/%/)�gJ!M:�E&�)���e4Щ��n"�) s >=��,�k 2(-rift-core-!`�*6A�allA�e� [�.�V����-"Q�Len�$ 0��i/&��Q�щ.�'d likN �a dif�8t�!��e e�2d�%�-Q��mQ�=.z, pw1eG�a c�.7. �� ��a�� C�˩� �.�5d*3 8 -�6�%%���A>� jobsk�!u"�#b�v9 (X��Pu*�+Zglue:Get��+ R6+T02(6% Part52)�S3B�s3:�BX':s3�� gr>%-N��S3.m�5�HabW0&D4at "�"%A�*'s%� role�-/ 2P��l i��}!{9� .u3RB,X�4I�`� (CCOUNT_ARN`��� { "VerO-� $2012-10-17�:"Statc� ��2"Si� , S3!���Get="Effec>"A�; PrincipalZ "AWS�"w �}�{ }, /"A*0.�dR�"L{YOUR_S3_DATA_SOURCE!}/* Y W�f�AZd����xI�~�� � ] }�Tore��,��:�6� �'��in�/ce� �3du�#�R�i)Y��ӱyi6-b;� "i 's ac}#�Z! mq�u1� 0�2eE�]� 9��14arn:aws:iam::<E�q ID>:1{�.!{/� ���*IRAi�">�� F���N:R;�N7s�]�.1"� <aws�#-target--M�> !-�-idV%�.;,D"� � "�B, � a�4a�3�� a�y���~�� an"l�  b7<bSE�Ag�I�nڟ Z[ m�s_z6 _fil'ng=TrueRw #� text��� A�:/exS*��s{  Gs+$rThanOrEqu6 Less , An-� L AIF1�� {R� �%� Lmy2 �� �� �-e9 = NonO �7 ��'�:�.�%�� 61 .end-� 0 (.n/Vif>[ HAN:� FF�("51Ccolumn",f](.replace(tz�)=!)�F��a6��Qa��9Oz� \6� And(.,�)�.%�m J elrtor I?�nedI� =&�row 7= P�{B q&%�42g�7�7�77T^�7B�&� N� ---7.�"to.� ��8s]!�2B� 6l9!+6� ݄ �s��   &� *�����.D�' FE���6t�ƕ �_ͮEi ������!� �$��k%a2 ���s��in��a.�1. ��^-^�a�`�6�.�� \&A>"�&"�.I {�;�V' �@�2�%�!��($N�?<.�-d�UU�&V� � [ �]driver&��./0adbc/current/ ./4,gresql.html)E !��-�e �&*Ji�� ) �V �( �e�9zV0�� secrets={"�J"�?(scope="1 "�9y-.)� $ "passworS�C2 G�m�Ru �J�� fig( �>�-�!�_)�G1�dbapi�!~fin�#r1U�[�!,� =1E[5&)]$�R( ,heE= o� 1�"w <db Y�uri = f�ql://{�}:{d}@{R}/{2O}� 6�� quer� �SL*�K< .�# F � �� � %Bs &j V~ *B.b9 =$.append(f"(  >= { 'A. N.N* }::��$F�{ *� mr�<B�Kґs6�)�P+= " WHERE" + " AND".iC s"�% Exec,: 8�Mr-'��P%�a  = nK.$ect(uri j�3�C{ n.cursor( urr�.e �(� oI�= $fetch�� �& �- j��oZ� ":�&l��0�� )r�}��{�Á!� ��Q�<a�!w2R2K"�).#7to. ��IXH���Z�, [ � or-x��github�(sfu-db/')� [turbodbc6.��4thedocs.io/en/G st/)� )S �0ons�# f�2� r/�s!�e�6 �*2� � FA" [psycopg�� www. ��/index��!��*�&�-�||��� M�B�F��������) �Qp2N,-�N�Q�"Parame�>�-�B��������� �>� ����������������m.M��a+&e�� nda�Tp�:t��AW"]0�&�. df =�.�V _sql���s�r Jdf�����##a)8er�"Ѩf�-�3F�:�"@-0B�t �".�!F�"j�"o {.�S(�'t�TK< ione�UtT/ doc)�"$*to2!'��6� ��+��=ice.�b�3B�Bi%5N�� �$PrivatePre9.��re d�u�; <:0 />1:�g8� [ V�*dx5tn.��> .ai/!Ns-new�$achieves-g�4-cloud-ajy-bige�-desig�7 on/)2iI?es��@4unWe"�N�7�B&,on ;� �A<4+'2I,96�qJ���"<u&7�&?" V�y���&�#����qHanA������"� u�� �A&;B�,Z N�$�*m+K�p9ad� &Gid[�.� as �S� �"uUA�m  m� �)bloZN3n+�Y��&.p&type of.��_,���R 82&`� 2 `!� retrA�  in>(~A�owX�of7h��F%E���Rto)@r��yA%�Pay��=��6�0&�24r�$IQ&X�$"��$hew ]=\&`q�.jobs.c�` -��)Rv3�67�#se].*`8V**S�E�%�Md F**4 - **s$Case**: CaA �inS*�%�p&�X=s.Q EH�/UGCA��] 9 q�f� i,�IQ�!@>��+� .� - CEt@�>!�*)+ a>�'� `GOOGLE_APPLICATION_CREDENTIALS` Q�?D pathA� .��"%U**�H Role^�Id*K1)\cN���*Son �:ZB�Dz�)$�!%;�d;�@2�O�9�<�"�*�1}.J. u6 **`g `�`.�ion**BA>.�B&-suQW��,@�5��inF�,K .�zs.� login`Qmo�H��sE a 65]^--{�#�]th a ~5!�� %J^��.�a9Pa�"�#Tob��%�5����b�+qYY �(�]�1QG)��z��\ O�"A�@ ��*Iqew1"���a `�I�`իN�. ul-61/.M,���^���b#�3� �M/bM/ [`2� �%[�-]na/R9*m/#9�0gat�2�=iF�P5�],� delt8� '6�,6IS,���F&�B�^pr |B�F%�� ѥ� �� o.e�&�=�2qf>&L "��&6�"8DI�A��C!4n arg �`' � bq��= I��1_id="1�-public-!� ( Xset="san_francisco_bikeo^2(loc� ="US :#�^ ,_trip}( =""���fd� _sec,s#s� �A N�.Z�.� �" �Q=_h�#dat��=���A-� -��bq>o�:}E����B/D-�Z�sf%� �_dB�5�) M�_B� ��=� ,(2018, 1, 1)�$R +%2eo (days=1))qw$�'B4�3�*`GS='1�_sql'`(M@2�B�!ly)"� �Y� � �6�B/�,.V>>be�=Pwa�to"L2\��1!�M!�,io�lcton.� "6)Fhj,?N64<j, T�j c�?a%"�i view&oEi�, S,ity, Aggrega):m* = �5 ",�__keys=[�(rt2c"�)�ifzk%��A!�mK�:s=[ds4,� t�k � a � ion_rval=5]QX� �s=&6-�(inputx= �.K"-), fun�0="mea!p_windowF| } �+�%k�!"!��yby1Y(2�):S r�k.�Bi�-E�B$�CB BA��F�B(FRgl2��+�� ^�.��I܉�b1getQ�s_in_r�gɱ ��R�r�5) ��Ob�12B�KUCN� �j3�iTocQe&�B '�g1C6a �\`o 2� 9t�:�Oes�A= a f C� Int"��JAbas^j�pm�.(sic familiaW��,` � �'�� y�s"�� e"9B , we&�&( first chec3 $out our Tu�h als wM�SErA�@M eVUo b uppspU�]�rlh�=&]E%r:�-$1�01ZC�D&p^-) `)z��"d AC��.3 ,{IzI`)�\35�o�;.Y.F�qf3Lambda�� M%brjA�k2� �!�)�,d earlier. I�]�[b�Rng�o�(XG�lT8%!M�h� jE CFU !ki[-s#H-�o 5arer�sites �JAA��jI�tE (9�%�� I�gb/)�FA)��F::=[,�, �shell�S�S1:U5) E=l)�aLa�<�[6�G pahka!�Console&�"{aI.aws.a�G.0J-L/home?W=5#/)cs/)�� M�LM �*iADa`3,b_ itn-�-�`*nHccept"<k = lit: !  F **`c!�Ye��TE ** -e�a�_;itUie##)�2=�Minimal-}i�E�)�}x >r�Ahxa loggc`RZBBq�1� �!֙Y� "QnyeN �s a �n��T�ad� bootstrapl2A';E�u� � I�mo qi�.B$.F?W ��p1Km_2A U"P� �=mla >�&zaI4}h�Ks���?log!� ���%���#�5f1aMwh```w5� `< 4)�)O -�e � 2�  ? 3��� m; �o  6���U ea �.,6- [v,�. "& ,G .9�"  .%6^ ]32 &>�.O #��A@� +Q\ N�O!D2-bI�$D�)�� &NO Mock`� M"=*19("click"�L"2024-11-02 12:49:00_� ("purchas� 2,�0r ", 3v,]�n+s�"��6xK�#_i�KA$8 str" 7d� Data� iL� h5s=col8Ddf[E"]� to� ](2! ff*f � ��g� �>ea"L =A�U�i] -="F-�Ga*� Ew�2%d)=I�k .09G -Int64Z,! %h", .u@ 2� �E'=y�( 'b�=moc6�� �>i_�yRm EInt32a.\ѣFV�� ��nu�l�0 ʭ� demo_sfv5���.�(1��X=F�.unU-ed1���-P i� T)CA dule=!��'6�%�w G�8��2`QZ" ="%T"��F�minute�� �aRh�q q2k�q�q3q-�o$gb< �off6g-��r�:.�24, 5,;�Ebf�M��xB�fQ1 ^8M�]J```&T 3RCf����g>  I# 3a "� ;.!H.� 6� �x ly ^w � /�)"S�� � )�_ �6. Cal� �Xec �G `� -to-�`. Ch/�HRunacu `fP 3.13� !nx-o "� �--Rb - G M%P �B&� r&�  BHf:&t r=a �Y*^HdL�  )<&��".z�Z�R�9.g �o[ findLB�'s�/oYc0bmx!��d��-. -cpuma8bj�7�lr v a url�iyto: [�2�east-1^iam^�}s/Ss)Y46��)�"� *0i�6"�G�U!Tb��.1�. 3q� 6� F�Qp�oy`.Ve s  adjust ERN;�cGE^=G"�F&�"mo�HRehU�>.ShardI��orN$Describe���"SummaryN)�Fp�[�E��C�"<,:1234567890:iu(*�4"G�$3c�}�Q�7�0F�a�besxgg�EGm�� Navi�1� c W(^}�\�&a�b�add-a- Sel�%v�W ously�6��x�� siz�1 (or�ax~ mak-tosH&\4"h�&\V)� �a�)f )Bd - M��y 9-?C�to��cr a�I�� ,��Ar�Q{de�]��� ahmc:�" H. Ae�% $CONSTANTTs6!�top!� zr(!� � 5 I���. �4b���ly�; �)H�ar�-,%s, bu|�x�'�@`)! env"�y92��n pprints*64urllib3].��Dtants CLUSTER_NAME�9<[Your-Cluster]" RZKEYS#'-~ L-API-Key]" WORKSPACE:MWor�$]" STREAM_�KU�-)n]" #�v�vm ! 2�Az�� DRY_RUN��,alse http =�.Pool�nr3. s�9Ih_Zs[j��Se�v2\!�I�'�)^&�]o submit[ Rtrd!�UArgs:  � (�j): �+A� \minx.s_Jdict:�k�_;A� �w^API�(�@r�{2�:�J e!h �� 9[26]�;.�[}_�<ht`�� ew.{.�}&�"/v2"�\!, head�&~\Ar�[M�}ConX-Type"NU)(/aL"}]�[ =ea.dumps(*�\A": 6�,, "dryRun": M�2]-$}-pX�ahttp.^est("p^",!!, bodyw\6 �\ � I# C��<!� H�su�+ful�ifv =$tus == 200.� sult�#Vs(�.b.�� ("utf-8")�2��. 5�sx r`els*B=��6E�zkra�sEx�ion(f"Rׂ st fqpwP(�us: {� }�$e�ex��t_ib_a'_p_�ed <=s'y ' �#�O#U� if " '"M imB=x�Vk� Error("NoB\ foun.%�_�!^)� ���# Loo�p��mI��A.FC��[�]�.�-,�l_ Q`! 45 #`V :n5 B1 .�A�3iFs�� Tq�2�::�[�=V�B|�sN�D !� D (iVT�� enX�` R��e �[ ��BQ/\��i� c .b64 $(.\)F�51#;4��$l�d�! iN"&A��Ѝ*E�s i�l�_handleri���Am�m�.  L������:n�.'x�>i �#�� ���� T38{"��7 ":��, "��":.t$"ProcessedUI7s")} �# 3e �vst r-&&invok5 �!!�fo�UGs\q   e"�!�b{Yt �k:7 b6U�qdI~� , J!.Zs���m  -"N:fe��V�Y:�F"M�6lV Ss*W1.0.�p�XKey(. -123.,R�ceN$."�.'A��qeyJ0aW1lc3RhbXAiOiAiMjAyNC0xMS0xNFQxMToyMjowMy41MjAiLCAidXNlcl9pZCI6ICIxMjMiLCAiZXZlbnRfdHlwZSI6ICJteV90ZXN0In0=",Ex� roxi5Ar�7l"�L": 1731614529.214373 9�G m� ��T-Q� $ZZ ID=�+dId-06*�:Qr .s:i )I�I�3 tyAr� ""TDU5� 012:$.rI awsR��us� ��)ARN%�T-�6sI�/mySJ�If� go�8ella�0�se� outpu�\kOi�i``}BZ�Y�\"\fS\"",X� 4�Xa�S�b En�EpS To t�w�gyOUex׏��oh�f%B4 to����-� �x��3 �4@pk�"6G���?�k�� crip�5�=i@%ajxi�#N#SN#37�a few��N�(o `nan) .py`Q6MU`!:(�2)>]�H�AR"�"yl� � boto3 �(� =.e7 "#,C�qx 8� 8�1���p�d��=y}w��}q26� # Ip3al�he1or� �ect k$ q_�r=%3. (�", 0�*=a� �N #2geYi��XARNM ge�,�Mfarn(arn��Darn.split("/")[-1]�EO@.4�"m$k�-o�y9�-� �} =f��ARN0.��rQ�}� ^�'L  -j� � try:�> a��  ="� )�.7-��(. ��= w�,J5=A��e�)�s2`K-�� _keyPUsau rele�� !q6y� �f"Sld= *PI0iR.GP"B�f"F�N[: {I FW{*�:u~$.now().isos (), "�: ��b": �Xest"}eEEKe?���  1�W 3����shՎ6B tՎ ^<'Id': 'J1', 'S�"R *�<49657719691471505774136506002952224238102178837706047506', 'R�rMetD�': {'0 ��f1c00486-6ed0-a0c1-ae70-8e2d5f2c1123', 'HTTPStatu� '� �ers\x-amzn-�i�c<�\2��n4A81osJI08qDru94nAMLNq4+NoJ4axeiiKTH+pSuWjMC3OcQxZ4ee3uW1X6ydpzQC4MU2mgx+RrInekJrw8u0lluCqN9SuC8nYtqJEXuEc=', 'date': 'Thu, 14 Nov 2024 23:31:55 GMT', 'coHA#�.H �a�Kf'.length0110 �>ion�-a�('}%�$tryAttempt!Y0}*� 4�Q�P. ’s���ce afteL�’ve InB?ed New<.� m ,A�U)ex,OtoA6e46\ ,��"� . M�(:3> url,�7C,4 Dq���9api��. Also�L `pip�7ll�'-�Y`:% i���t4�y +����� �"�[&_Fr]*�" �= "(-]" �api�6]" fs��v! fs" �P�_ma�{>�} � =2�(url=%T�+_�e=,1W= �) քn Z22("ʞ M �&�4�=.�) )K*p2Z_�()���6ru�>t�nmmand� .ta^  {'%F sfv.��_s$_1p&tinuouaN 1, j/2�/3:/2m���  t -5-a   m3aX� o3P �M�reams �sy   C5� { I���e�now v as1sE  m� m+� a�!� off"�0z|�!� n3C�to &Z{$ .8MG jF5"l8�i�3bFXr�.sa�=��l>*� X2AIj>���F�Gb>Br[D���3:61&�)�!*8 �-�on�I�!efo�:���D�v)Z -&3 k�e�t*C. ���P�A�d  �XA6rd$ kS. Wr/c�r�U��4�(�=X9�ecj�v$.Jj!���E a[���!^�I",/ . Se[Ui d.�&�#R.snm .com"S�-EG/�]>(ess-controlcH) !��5!AiA@�I#C !l��enY��<HLe��/x!!�B��F= "S �?� 68H�cAu i�"�G�9H w�C��hCkey-pai��O!i�insBSH ` +�. �`E��SH� [� ["&SH%=l�"TH �q!�a"q.�-��9��m��A�>_e��'B�C2�5��C��CUI͒�CQ�/�/ 6�,!� RaB��%%��j*N9" _�tB�tB:2U8 ��I A�3ajuB��M��.��)�a$ "� C� >. JJj>��CuAХA�5="CLICK_^DB �:SCHEMA "��,="COMPUTE_WH t!�:=FEATURE�BAHRB1JB>� �2Q��RBVe�.fB�_u"�*=g3"2�JyB��v-��!�2p� ~:vKf�=1F�= afkaR�=�=�2+ V�=U=� �7~7�A�l����=2�=V kT�<�I�����=��=��=��=έ=��\=� ��=��=�L(A7dok  MD"�0"�)0 4+-��N�=U7׍ b4a��=receiv61@ T���)est�)�=a@��=�=�=A��~  (�I��t�%Y���e�.�M/#� �uL� G�?  ->up-and-5y��Ґpic�e� 'O>dP� Reg��S,/als !�)� ".T>��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<��<�<*�F24 &""�5R� 7s"� # �F�%�AN c"jH �<"� z CaH� '% E"� . LeO�:�%` &q<"# F�9� .�Q��<�<�&sI2�!i0Z �%jush19*oJ���s�"��]�� l�, �,B forw��to\a.�7LR7��7�0>7 :77X':�6 ��6f�6#!���6��6��6��6��6��6��6��6��6��6e0L!f"z��6��6��6��6��6��6��6��6�6b("n8�� 7� 7 7"�r7";"�*��"7��1/6 ���'����:J;B;8#���izKi�BSRs3*�:`;: A "�36��!�R�7?&�7:f��LiX�<>a�P /6r;if isiŜc�K,�):�IeventY(Fu6/:=�DF.�,D%�8_ite�XmF�),%x�R�B�f"Eachs!(w��5�y�Qund: {g(�)}�QL=V�(" 6�w!�=c $���~��a ' ^'�.�(h�Yary5�# Eq�q4e�t �e$ing%�%��M�� �r�"��'F' �Ec!�:�A�y%�/6�"�7�"/��7J�7~��h2��7��7�7H + ��'/&�7D-�! j � �� c�Dr�dg r"��h##u9AI�e:e5Cm� )�:x&�!n�G\� a�f�%6�G�*.,�7*:6����6G"G :I 9�", Get�L �=o"@/*J�5**i:**l[fur(#ANt��e&�Jq2�� "\*"%"A�3G' �.�Nex�:9�*b�K�H@J��!u%�b ;�&��|/t#os�UY �9���EU�3AS�6�VIu�SY �&A� -���"G24-r �!�@ �\&AWS�F)4-sink1��i�:&#��[�K��%� 6P8!?rltej. �qsR��d9iF.��\!�on��a�.�D�GH `JSON_SR`D3.�0!�ma�X) !-�1-�R�i�<e1.���p(e�c9 >0�7:}��m���"� t�K:- . Launch)[c1�! "j�x8*x8l/b~8b )TE ��)s ) !� �.�8�a�qPƐ8�fR�to%a*}8-أ� �. P��n"�Y�%�� *'VG] +`jI"q#�S`�=u� �]�2�2�8h) ]9aa�0Aُ� �0 CONFLUENT�H�� KEY"SECRET=0 H" BOOTSTRAP_SERVERS"- " SRL_ " E. " �%$_REGISTRY_y,= {R2" TOPIC" I�" h1"H9�'!`��_e��1S�� ingP9aerR0.)�_�8 stry@chema��1Nq>Aԧ@Um�AM�er<(�) MG�r i�'{"urla�C�&2(�@�a.�(.��.��"��{)�}: )�}"}(9(qisò�:���w+a�i��qer !])H� ""�\.,mer"@B44= "�,.protoco� "SASL_SSL�'"sasl.meKism)PLAIN2�a ":�LY�hC:'2$ �'e�r.�;out.m�45000 !�2iD"ce"-iS4�-98a07c41-e7f3-4b18-b21a-f69e8a60c330�key!$};r":o� j�XN}U st�X!z"$I�! �H:/rI- ��raft-07/ #�"֣6�v� &��Pr��XA=als���pe� ��*B�GNK6b9 c "dSQp��hαf�1 be�'�ed.�"�7E ngy "�A !M��>{(An ISO 8601amatkAE�X:zQ:|��-'ƛA�lZ:rA����numeric0U��Xy:�p��A^[0-9]+$��� 9H"�9ireA*[S�%W�i. Z&< 1��, �%�Fx �z�bB@} aM6?��&�%��iB���? = 06(B.�1D+D�� JSON`r� '<�?k � _sͼ er =<�<q str, 4>�}���Nu"+��A<����[F�]�H�!IaN� `=N�(!#� Call(b" �h�H messag6t�:r��ʖ1hf d _�c(rt(err, msgbif er*��jf"M>T�LG>rrA�eJ\MB;�o {msg.� ()} ["!? ()}]r>}a�S� ��> =;�>�kQ���yK*�>�\��>}� E��A�spS��pic5���duc\� � �D�:",a =.�, on_1�= -��A��@.8)O\ # WaRor allQ!�5bU(ed�flush($:E�<a�D � z.='^ =tHWf� =z =we� ="�;4 �2�;�=��<��<��<��<��<��<��<Ruu.9E9�*mBV�H��<��<*�<1}�I Et voil #y���a��<��s� � �fYa�S"F�<&W2 F�� n�<�b�<afk�eam!��2��<3�7��<3>�<h'�"#� S3 p*���# �S3���:�<>�<#����<| -4}8���� u� P��y%�k��k��k��k��k��k��k��k��k��k��k��k�#2�;3��;>�� Te�xS���e ` �LL�VE= *xfac��oth� �&k S3. .Td P�oo�pL  ;�Pp��J ,��CSV0a�WN�=4 `more .���eee�*�R���(2���O�BS3*a�^1��g<�g<Ng<a.T: �Fj:1 �=" !�Oa�=Y(uri=~�//��{*��>r/�$ .pq"��e_L=�LS�"�iXFsj" B�: ����:=��i?t�Unity9� a�:�C>VeWPSDK 0.6+ - DBR 11+ (wM[�Premium��nA� abov�## Limi)s Nis��ent�bompati�>R `DED�ED` (!-Derly `SINGLE USER`� [�c�`�E�k:�B!� ��= 1s�7.�#�B-Asqk�a,"yet �`DbDAR:�,HARED MODE`) D"a�a�A ���M��_a�g�-direc!eN%�9��ms��9uʇ`� � Ef� sAp�s(V_�Ek)`���!�O� �-* �!�.�)/%p~ �� eans�%9� n�P �w4eV�teBjI = &k��AIAsG9�.&",��e�����hzta�s� a�  I��!�^~S�b�Zcipal� ._aq��hQ=�}"� �"�ed> ��l �,�-�Kal�_ ��W�!\ [herz�A<-gn�nance/ua��/H�-����-p�sh:*�.e%�-1$ate-an-iam0Wa��a�Le�;P �ol9wis �e!e��ag;�e:Ge��e .�!� Explor.(��F�}��62-give�� h -the5-�j�,n[(%f 1f�#%&Y&w�a�Q1Z="U AB! �a��IB�t "4 `READ FILESF`WRITE*v m�F�one�{<Wxdw ��!��1o�!:�-���hqliA�=idaI-&�d��or;")CC)```sqa'DCREATE EXTERNAL LOn�D [IF NOT EXISTS] <1��M> <J's3://<b�_��L>' WITH ([STORAGE]f�� <M�_9� Ra$[COMMENT <!enV8ing>]; GRANT 9� ONJ�:� TO <�E��)�_�%>X=��YYb^��9� ��A��G��͓Ut.��e֡�� letE��e4�pla>� 5� &;�w��*f�\ �T4tiqSpH��ѥ�����DK��Nojng� reŰe͐:��G don'ejQ� �g��N �a �g!66"�'\�-@ Z�_"�re-�]����(V "� )' 0.7+!]2lL�a�%GC%`Lb�a��,&�z d �)5J;ʼn�i 4, .. 3cb2:E 6G �Mc�="mai�' # < i\� �="�Q",. B-AGd�ta� /2. a�```%.�2��AZ����"���vd�.g��)7u� �O�% Oj¹T$Aj>acanly�MW/-�of(0�TQ}�Bqtd:*! ELH��'ɗ[ ��H�div alig�veaY">Zmermaid�F �: �k7�c&��'8chart LR 1["`1�Bdd.� 2� : �$s`"] 2["`2z(  �at'1b�U1 3["`�(�LN �ZQ�aliha�� ` 4["`w&un�k��% ,��* 1 --> 23 < 4% </div>  � �2�to� �s: >�Xs a>/u A� �. ��%5 UBK\te�� �`u� r.2�O":d�'i���~�y�8 (.py!Zs)�i.�[P"�.6E�  �5��-�%� U�1�: AX!9�1 ��V&!.�GoaB9efrm���./iq�lyJ,�9d��.(� �4. U61�"CP:��y :�X�oe�N�, t��tu��5�Wx�c�-�q�-���;�( �eP��.� m5)!�\}�!0��� tor3JH26��+ �S3 -��T�s�� ʶ%U�5�WS&)� 0.�����!x5_~(-�K�/�Ks "F�k� �a-�4,.��9�bitrar6= ~�6 UD�� writeK�y�m)��iI�Q0!�\1w 9`!x�`. Compa� te�!�6�I,:|��� u f2��QHV ��l&XU--�I�log�or ">�C[j���RX6VY��>����ll9�o2�JW�6[��.)toECF�"Ov\ewU�aiA8��!�-ofih)�a���+. ,��1atV}��u$6�om.ɂ���� ains�U��"���6�%� �� 6g#�(5!��Ml&4�WmR�d �i�?y swiL���&��Bhs�Y�5��stpu %M�i 6'�t�]e�y� ��Y1ide�R w00e J�,�gw[��l�2kW[2])6� Sz���heFX�| +I��$�/i�� )Z ly4'K��r"-�8>a� BJ���c^)S���P!�� &uZ� �":dBeF�ajb���!�EE8A deployed Tect�[on cluster - AWS administrator access to IAM roles and policies for the Tecton deployment Occount.^l Target Glue Data Catalog ID!�BS>l ### Procedure To configure��BL, follow se steps:R# GranN�A59Te!8's Role Log in!Rl�)# oft^%!xgo:�l Console. In Settings, pasteL � ing %�y into<Permissions box.? �(`"AWS"` ARNkSpark !� (#<instance profile ) used by%ڐbricks or EMR. For `"Resource"`, set L0`<aws-region- �-glue-cI>`� '-*-idV+H. ```json { "Ver�<": "2012-10-17",DStatement": [ 2 "Sid2!aA!�)�)�="Effec>"%(Principal":T %V4: <TECTON ROLE!c>{ }�"Actio� �"!4:BatchGetParti$4 "GetaV basen�9rVR; TablRqR34UserDefinedFun �J�J's"-2]0YW(: "arn:aws:%2~[ !zU:* r} ] }Aa Add%�ally fI�4 you will needeeyrM�q�one�the sam���+ asKr�9 d�)0plane even ifa�enda�use a Om5@ from a different��\0. This is due<8an issue in AWSA�AC��\HiveClientFactory, whichAq�EMR%;gess������r�.en�}�f��-!�-%�J�F#-�.1�b:b��F/default��q i #�Y�#.X�k�?>�yoY�.6�S�� Crea�� yZ��7 attaA�tz.` ���cEd�[A�ͪ4Setup][5] or [A� 6]). Noxaɴs�<( with Sid `A�SameA���.ForEMR`a/0only requirede1d@cross��eH �is op��,al otherwisem�p��'\nea{ary���� pyth�drf Jh{EI2r8 ]�"^m N4�< *.��bB$>�%�7nJ%rK�KnG!rCJMnQJ/>_�� ����9�"0 &� .LZ�G�]5م8f j���>�F�j>jB9�=-�],* �Specify�b +#+ Amazon�" ~ T sA`1 v� 4 - -f^ `,O � { �~� "� = is &N _ 6 ��� (. Y��d" s� alis�.ll�esl se valuesW B 0fiɢdpreviousx..'E�i  Iz= ��.Tsp )P�,� can "� �l,� v�, �<he Web UI; navig�� o `<� name>.�.ai/app/A{ tform/)�se%?)=��[��%5�,id field. O�D,1�� )��c� -)PN�` �Yat%R!N-6�E- �-wU-M Valid!D*s Th� eced���upEJ"@ iY�g�I� �_b_V !j meta!��He related S3 bucket%(,object-level &�s are dD separately by S3,B$can be mord0strictive if G .�-"inA a/ \ e [t� Abapost][1]-=V>� .VTo!�)g�6� .�� ;$, launch a_"b*-sR-node`BN: 1.� ?$. 2. Click� **I�s** tabL C� B(ion page. 3%th2<�D$drop-down ��!GlecE|B�. 42P^ N%�� `�.A*��.hive.A>store.�i.enE(d=true` 5. ~��n2�!�����9���ގ�hadoopN�.�id`q^D�id. 6���i��W�<r�1� � aws. X�L � . 7. Ver鷍�a��aFoby runn�{!"� _ comm� !�$notebook: ``` show�\ s;MD succeeds,g��uiisU��o����2z��;Z0}���. A�venj wayAQd�A�sclone� exis�!�!EI�$L�x1c�!�� ����!�A"r�> docu��>`` [ARN]!�,not authoriz)�per��: �@:e�asPk: E beca#no-,�y a��eRSa�"� CN �!�ryE�o Y����inr.������ may� have��%�� i*�M@� behavi�at� auto� c��he��ope��i �lu�7 Si�6 e�naIage! hard�|endenc�m�a�s9!!handl e failm$gracefullya�E��s non-f�Fis saf�ign�1��easieQ i+!�lv�error<ad �`J*�q��r%}�-st!O1+. O!added�2�ca��b�Pmoved after at least a�run has ^� 5�f� You Aalready ���r�y���is unily�$Y�ad sat�a �E�� c�)rQ�. I� �P%$itN15s:��#�nG@o S3 ## Overview�.o {en�S3%,���q�"s� is � �&� � �A"� l w��*w�I�.�!90� Add>\�} RegiLd!l �� TA� . :::caew� ��` Guid � . T!�p2�r48ry structure, wA��> end E�!�����)q[Uw�dX ][0]e3adOe =as a [5  �w ::3!:��a B. Policy [�n*� ,2] explains �g"�b A5�usY IAM A$0s. An example2,y!7la lowA<>" give6� �Q��I'A��a�ljob� ��" ag� � b��Pto!RAn%�to b0's Free Trial�_6_� ���:}bv�"~,iam::{YOUR-T�@-AWS-ACCOUNT}:roo"Z8(�o"�"s3�OT*|2�&� ListIi:Ge Locu"�A.�&��s3:�HBUCKET-NAME-HERE}/*.n�n2~�d"b� #u4��A�II\I�� a paid ve[ I�,a�$ must also�� s � �-uqd D�(*>85][6])���� �FS3 )���/� so1 �ma�;�i� �a� z�"Z .����eol���������N��%�n���FS�n R I� I�,b�� 2as��A�A`�3_�ts.py` ��oE�Fea� 4 Repository. > f�V��J`FileC` (se��� ��g��$ above; it� b�� *\a >)E� plac� �a `�!)%`��m{acdiscovelne:�t.��:e�s�_%, �= �(uri=�9//��F�  FILE��}.pq",%k_%0t="parquet") 2ovds = �(���="��<b�" �= , )� Aj ����O^ �4s!XElocalJ ,&  `} apply submQhem!u��produŦIS� ��� A�S3E�B t� ?co � E�0been made cor�  opensinter�ve "�"� �� mduopOI]Ae�&W2w!� �<.get_workspace("�") %�wsE7ic(2�'"pframe().to_pandas().head(10).y (-�Ͳ(Da `403 ERROR` when%�!J!t�}["�doe>t E�'!`�TEA. CheE: �k� s .�continu��� s, [act1y$support][4h <!--�ttier-�h-start --> [0]: https://�a��.com/glue/?whats-new-cards.sort-by=item.a"�$F�s.pos�eTime&R;8order=desc [1]:�R� [22� docs7��S3/st/user-�e/add-b� -� D.html [4]: mailto:--@M|ai [5v�6r Vq$%-->� >�$nowflake U7 I "n�aV&� I��q��EQezf�] mate� izT ��[e i��geB�  upQF�:{A� ��hPre site�oVGa:�nX E"R : �+�g6�2� 1".# ][2]�+� URL%�q�c�& -&��!Jas4virtual wareho!y��O'��quem! ]  `XA6rda�4password. We r ��0 a�CA� 'X!',d!��� -�e-�E!X� �� "B��F[9(2 ](� e�sQ��$en.tsecurity ess-��rol �)  BH*�'>ERea � !�E�,9 )���{ �Z�P�  [E��s��unity:�s/�(cle/How-to-�%-a-�Only-� -for-the-�-C�| or).v8^'rA6�r&�5�;E�i��!Eq/ Qo) 6 -jA e�&b. *� you'- un "�-u� exce&�)s`get_��s� _1*Hts()` or `run_trans� ion()`net.^�).jdbc.5� SQLEv : Nove� s/eZ'!�cur{*seg.Al a���� 5'a�'��.`%� a � uT Secret��CF%�� manag�.�Ttad)��!��u c� �s d"C  Y r. �.As.�7�if/�aAn a � M�rY�e�: �s �r.~�} _i�-basic- 4�).�� �~�a�Ma�with �� ~} :�a2 q���� !��#pe-a �). >�j �A3� :E�#preferre".4 B-r�l�2Ɏ� s� -��8refix would mer� &BM� �6b1yp�A��1used Ac��M�, i.e. `�<&�-6*)#�01.Z9�#d � -B=8/SNOWFLAKE_USER�#nd put�� u��#��.���zPASSWORDn~�K� u��Z �ingl ve��{ ion,Wa�-backede�. D�h&�a!`5��CA� A������ r&y Here'J5*� �� ��  imY � �,.M'# Decl]#:���K�=� b%�d� n arg��*��"|� =>e� url="U� -}>. MI%>ـcompu�l�'  ��R@="CLICK_STREAM_DB#schema:!SCHEMA%�^,="COMPUTE_WHt�":CFEATURES &)-kUs��a1f+==I(a�="c�#_stream_5 _ds",[ -d=I�� A' nunq�Bn�� .�isA�� �o m< � Cul(an� mess;$VZ �. �1r� L%'VkV_� <y--- sidebar_�ion: 78label: "Kafka" / m2 TabsiJ'@�e/';qRTabItemB# ';^:6a d S%�B/ +�� �A�:".�5��ng to B �T�up! enti�� ,���� MSK, esA�isF VZ Priv,((Cloud (VPC)�Nzv] [ E; net 2$#2�+MSK B_!a� �pla�) (A���5 EMR)Ai ides� ��4 �VPC�iUVPC� reMSK@&� ^ !;�� c betwW�itwoQ*Y N[ mskP FeU aw�1�4�? �2� ��lu�: S%[n� a�:.io/c!�/6 /-� ing/�0 y! t&C�avail��12� .R�)��;ut]b2�� I�IwTLSA� SASLN# :IcA�6l SSLY�!�- key-(3# 3a trust |#�3e+7�( �)n%, uploar;>(a `.jksM�ei#�or DBFS6�nly�h!��v `ssl_�_lv`�ame-"of�%`)2�.� !VJ ��1��.� s�<�]sed on F�^ A�y��""$D -�� scop r�5� *Ce�L.�� Gkey� � begiM `SECRET_`�&I?%N,%d6Y0 _ g_&�)� |U ��first9-MV#��% InNh , C_�%��h�� mat:�`<C >/ �<r�= ?#>re2F6D- `*� .� )�:s %Zsii � -. N"q6eBJqY�!/� A��� �2I�.m UI� R� �&0` �f*� �st�8o r choice�H�HMHT"�.�6y��i�n{ or �{�{ �{RcN{>��} om�" ,�}�}J}b �~9����n�a#��0whJ�I-N��b�s�~���������v�^��M�MAM:::� I���D��cas�I� YС\m�D-� � ed�Y8a custom Certif� e A�- ty -e� � ?*� many�zz� �� ##N�te kA /�� s.� ) s+P 6EtB:i yL ��9N are {!$s:E�Ar*t%�4� \�MN�)�6�"> H: `dbfs:/kafka-cred$als _�"x �  - OؒQ�6 M $ �v)o�&)p�1�!u/�."� -�:)� `s3://#F�). z,^G�:A z a!� host� a'-�:�8� r�17`my�any*�On Z�3�Al2W tim&�8� �5� all��I�%5is96x>���,heI!1�Y!� 9�B� `J� a!ai2Q-M�Fp' ��)��� �k^�N%��  �/ ��y bootkKp scripaAX1�:2�,.ai.public/i�7ll_ 7=tup_emr_��4_r_copy_� � .sh`. Pas� �"a�� put:z`� � � lookIye `)�2�odej �"b/w �2�,�F �3!5�1EIhelpfulounder�Jb.B� TLS.� [Encryp%A&��TLS:���"�� "�%[/6� _ssl� �a��F6� �Mu!Q�io> : f� msk-6��#F-�$)���2�1��?E�e�" � �Te�L�<YY`.!ig`�2ini��/I��@�q9b�4��!�n g�o�%e�)�6;J ,j�and A��JC�no�5"/ ; see Sev�,G ``� � = �)9cEs_�= _ser�-0=os.environ["B�B topics="<)+t (s)>� R�2_R"c2F/fIF,.S=�BKJ$ZCFlnMF.Wx#4_protocol="SSL-I# <K]�>�*7 :: A��8i2�:� Java:C 9 �VD9i�S�5 ce (JAAS)G��2�#�aSon $a its�(�?AS>�( mechanisms�e �?�>�S�S asl/index��e-��) ��Vh6G��Ɛ�%6`PLAIN`9/. To  a*c$u!�5X�ould mod�=�%��~Q%`%_se $fhO>4gdef get_!F_�"� () return .U2( "] 6Bq%~B(2B>�2�{�"(.� .jaaM"�": �0f"org.apache. 4K&on.q�.Y6H.PlainLoginModule "lf' %!="' +N8 + '""� :'�( ';'g)s4 2�5��PE2�U} �$�$�$�s=A@%`]o �1i. ASL_�.�Fbinesis"d62:� ]28�a"�CW# S�Y. :�globa�G�'�G�<� soci�D�a"4; �*pbcl"b $is elimina���s&�nE(S�R@ Groups, Subnets,� Pee��so on)�Cstead, j�5ens�VD & y<AWS�8&!/�(�*�1�) .�'BCfault��� �O{'s<!p�$�M)ys &����,�< ��R�{"�dC3OlOf�8,T9r ( "�'on* 4 j�F ��M�!OJT !0�� Z�4�R M� ��I2. �� **�;on:**e� �)WB6` l�: (�'mU�v$us-west-1, �>-2) - ** �_�&juniqueA �6e" Sw4�6.%uMC� 8>9 �( � =H a [�!.[r<m� ` UC�&P&h �)? 0"�D�5 1��2D  v�5 *�#  Date�"�OColumn�4z�I | delta �Wraw�2 _des.V0(df�GpyiG sql.��sT col,'_9 utc_mstamp��e�(2Otypa�m}&)SeSTyp � �2 �S�6)Double6�2�6Boolean6Integer�% pay_&�&��&�; "�("�_id",in� (), False��29R-�5on�@category�zamt�5is_frau��mer� �t:_la�;ong��U�;w=MJ� Y6df.�.,Expr("cast (� (as STRING) a`� ")"� 6(a�e�("&�].� ).alias("M�")FHYcol-.Q�Fy�25:�<>jCU�=j7A�).!H("d�Aj<U�AE�jDE�ant7~7E�|>�G "�Hong~I#6JEM2�Y.� "UTC�OIb ) "ED_cŤ:�,Z�( ( �;t� _0",��Q8="year", zero_p:G =Tru�N�[12[month�\\22\da��J�] �7&�&*i���, demo�j_v2� �)e=.asim�_�R==�)�-_!Z)l)�s=Bb }�sk,�ea� �� 6� . z� �=2 A % L-!-�l�\ $ V� ="p 1'al �"�+="m:FwPmark_delay_threshold=!UQ (hours=24]�t^r post��)or=^� )�&�">7Arn�DE<k� $-owner-acc�b>:0�>G2�R-Aro&�ME �.�=. E'2&f�?F,-�8Q". c�Dn�  ight� DN� � '�.-� *� n*�"@a . To�:�S o�1"�(2i9J�l&mm ��a��3-orch�TJ�6g-er&�J  T� �6!:� "�1�MV>�AV by� `Arn.�*%!V f� 6 I �%7�a:��9?)�1*]<, &�fW���,1��TPs**�T�'CM1U�e�**3 Sw8� �V ed (!ty panele�hGAn��OPaVgQ � IDT�Ul�AM�, .�u�`&GZ@�;IDGe(?�4 u@�YNL�Next:.�!!;�<T!�"!�I�1��+�Dprovid�+$r own JSON�/�-�%-� Full~{�?$V:�Re�.$�)��=a� for�� U��-xA`.(Va:���V!��s0Eplays. �UI*QN,,Qbs��"c6a"/7QV-� t�La)<) lik�E �&"�J��h^av�K[:`�9U��K"K�a-�ec2B�com�u�s.�K("sts:Assume!� *}.Fg7�2p^!��k. �-�� `�2M�J*���?����/ _L�1%ֽ�]q�`��`&*!�U7Q` as �DgN:r� :W ...��&T�G[:?"}.�VM\�I.1v�w��$perlyA�eF" k�, �F~0v C!zf= 's `K6"� r�%`*���� M .mor!�"�>.�7^!�a"=G�#. zE5 :�Redshift23��  "�5of � 2*D B6�*6�t":.TV v�o �x�2~D�DUFfZA54��6�to~ DA_ �\Endpoint�K)Q�$(b�;\e(g&<C5%�%I�@6�CIP white�e�� Cly1O��� �1�(-}�0 �aF�5)_(IP ranges).RE[����:�eo��2�ew:�DM� u!.to�� �O .�D 7�# 3p U`�3o�#!0T6aR� jobs �?�o htokM�zlfIY '�PA�PA�PA�PA�PA�PA�PA�PA�PA�PA�PA�PA REDSHIFT_VOAqi�e�e�*e��NAxfMA|�kZ{�8�LAW�KAD��M=�`.��fi.GA��1sO# &�Q�k �2"U`�" 2�r�z��?` �� eͳ=5hENDPOINT� [�& TABLE_�2. ��?��?##&`�y� }[Hv�9a�2�E��=�8�$�8o��B&�Pw(J . DK�\Vo�Bll!�s�/1�-�.s/dri�(/yH0/1.2.12.1017/1�@JDBC42-no-awssdk-%.ja+���-"^if a v lc �)ah]prese�x!�I�6J� 1 on via4&R .��cQ�BsNfQ0C� e>gdsWGQ(Yp�{P1�AV`�Af!9 E^�S a2]sO6v��&#^W R�A~a `*g�J `.�yb#'.� 5��*�|Vspe�Jly� �  se `��`s� bi��<5n�(su�gs `&$ |x+�h`)�9V . Compa� � `,Z6 �^m! flexibil�5i"%!L\n4/l>G� Id%�!iflogic v �It ���{ retriev�  �/BY . However["�� �_�'Ubda���doa�U-Z�a� al.� of�v� )Q aUZ� wxBJ-_2�Y�ToI��8�� `@�!�qMA decog}u3input� !A*$��0a `� SYM`%�!Hp) `filte�1ntext�MtQ:80bsF��A�?!�,YN any9��%s���)a `� Fram� - e�z��e�J8�3GUs�"_ �ing;:5VP6t�Sa� >&�-�n%nF'i$`��95p5ngI�`Z�` v�0!>`�` if:�� - `<!KmW>.-)��G?�e �  tim��r `end � - By!/�',. 3�G �)���:o windowT +[V)X� �!I.gY�[![ terCMgA vch o(A�2�A4ѡ�e�# A qu�l self�R;��a:M&L2 G7E�AH�w[MMS��af!� ticularlyi-24�� xi!�P�Gengini) ag�t �f mo9L!� a" 2���F:�K J%()b-uE8�(V& iV& as FA� # Mock�E3�=�("Noa]�wrE H"2022-03-15 14:40:0�25 12:49~("Ella",2P5 P$9-06 00:239,P$9-14 06:22RP4AndromedaZone9;$3-16 08:25;R 3-27 10:52R Liam)<BlackHoleEpsilon �11-17U1.U11-22�0%2UAidenVSR[Nexus3 �1�1:39�1-28 21N�Av5Fl,Vortex7.<10 18JS1!�0F�Mi S�N$6-01 20:34.�06-11 !�8 �]I\col� ["Name�Ho ͭS[ En0A& df =*u%E�.��Yv%,f� .��\)(XhF.�$ n �#�e 2l%JM�,:KbI6I& df �tr_s�!"*� (= !""�Gtc"UbF/ �A"NP ^V�Y1] K!�8� F@�n `csvR�`-a .CSVRH 'h6"`"�6f�^q2��mV��colI�ts_7# = "I] d_at�E�Ix<.csv(�uri, �^er�I{.df.1^E�b))I"j� � 6,aI%%F&PatBVaN : Ius�him�OZ^1.n Q nV *�Z. bN ^� %�`,mn� "3 � <B o qutZ25N�Z� y�r I�%c*� ��Ep�YmatE�om�8O.._"�*';�E{�)�<T�>�^�":2�5G"�4"]�&��<&"�> w � �!n = f"�:8<de8};�={ �[�Yr']};� ']}"i�df_a�erJ.�at)^-Bi�. ("url�dulJ�J/forward_%y_s3.5?![�v}�2��~dbE�:< -� z�D �_�.(�=�L!�a�ɫE 7�{# H�q>�!<ifmD!�C�B.��&��0*� >=:bG)Fm �k<>jD-i.�QÆ�*F�n�&�.���27"v ]war I�1ant#�n6�zF$responsibl�N manu$t&"M)\aޥ<EiWaterh)N:methodU wg*�5 . Un�"F!nd:~;(�4/t.�2�t), Et��in "�H ��I�re�V&[ung�$inmg 2f>*n� m�cs�/&=%pr*�v�oage. (�z1�maxA*ed�_ _age�6+averageR/pTA"�el��ithou/x-�s=����!� (%�aggreg o�\ dupl�I ion)�&w�_�� growr` ssiv�\l��%Jemgrus&X�q2).�`M�V�F*)Á�fi/B+�V�ak  :�a,*puti�� � g!�6� I�eNr`r+Z�I�"T8�;:�^|& �=^t,�6�6�6�6�6�6�6�6�6�Q~�6�5�5�5�5�5�5v5��4B4 �����n�� � ~ � S " R : "<  >" *.1< *�F"92D 2s�|Fetch,:rv��"30l3"`2PosLL2Z2 g �  v ��| "-")� s(** ��  H.� � j�;&"� {}RAonds"a�:�2.se$ Ag�&� 2�d 2�"���:4jC4-  �)�MA=J 0�vF .�*`� . � >$r�qb�����`�'y`"��& SDK 2`2�r C �1Pq = ("< m ) #�%.�"�08� e�T,rt� b���!+.�&� ���Q V� �Zn. myH � Zr%��(2M ) E�<0�(&p=dab?1K?0(1, 1, 2020))�re���f.�Ct(1&�r.fI�.� ��U�s")�7� �,("temp_") ��?<("SELECT * FROM &( LIMIT 10")*@s�bc5 title:eI UDm�} (?  FGAC)20cP�DP�-�_E1R�c;Q�Tc ,�fc <:w/>"-6�Single�-r �s� Fine-Grai6�$F&tr�g �+o (%a(I�-, �F-�2 capaD!?�5.�6�|QsptoI[g�,� by D�ALiv�bles, m(s & dynamic �E. �(RLS/CM (rowb�s2F�K�mas?b:To�:�.�-4ModQ!�-P��� m�soQ�&approprGly!W�-�Z�'X - ��ll�>$ 0.9.4+  �!,� :FPs�'s��_:� _run��w�q`Yf#above&]5azn�lyhP0a-Q �&2�@ ���!� updaI#�F`�i.yaml+b. -!O�K E!�#Ainclud�`I�_mode= '�og)�!�.SINGL�k_WITH_!��WMod�I�m pJ  Json6!O- P�'.7R)c*K�%g��,14.3.x-scala�'`%�Y�����!!� `"��� �.remoteF�"in"�� p` &z�;typ�4C8erless"`RF��Bg*reAV �9<�� >  h�%="9;27" zhf >.�3�r_c)�.:���b3. -iM:Q, D o="mai�E=";�",�YG>a�",��Ƒ�)�  @ �fi�_�� ��s=[b�}6C ^�="a�O # Ori�n%}� � }�� ��Y ute=Z� � dbr_�*ion=">�-�E�1�&� "�� �@J�C�7�^6�2��  ...��</T,kv!B\J%F$�)�)�)�)�)�)�)B�y-""� .�Qnew�Z2� M�q_��ja/�`:I�&�N�]y# �BJh�T ; 1ք}� s>i%l-�Tu�> R� eval��5� is��(��=s foun�oT+4�to�miz�"� E for �:�.�+al4/ n. �<� t ��P�Vst-efD�ive, IblYnd�>p :�&�, n��U� Es{6sizes�W( 1�.\��(�-B' �,�&�uinvk� Qu�|rawb prep"� Joi%�|!Y�}�.(e.g.,<Rm��k+��)AM�g8z�Ͱd��!�r�,lin��on us� Key factocbWcFpC�t�**��Size**:^ac�WhufflYne1�!� join.F�**1>c-WsL�.�.ty<numbe�>W, �?.� W��"P��1>2�M  Lake, "�t�m^ "Nttern V�  En1[��Whether�,%�on DBR.-d )!�\EMR (Elastic MapReducev ## 2�.6�Varies B�p^!SJ Al�gh 2c�/con�{sl lyA@ both":i~|i[I`teg] may �|: | At��F|�-�]ic �Gn|��2 | | :-b rN�2---�*5�o{)�� |)[o� a)�+� K . (| RG$;ƀ���^�)�(�4nc�<unts. �Y� Opt�l3 ** |� OPTIMIZEE Z��[���D.�E�< S3�{�x`� . well-� e�ed�R�V ɪ_t*) | Le����-��1�b�� s9 | Choose * EC2 (q�r5, c5)7A**D�B�Aq�<d% � effic0� ly out-of�bˬ2Ma"o��hm'or�/dis�oFr�3 �S��#ing- UBuilt-in�%���� !��2�|1�su�yk& c^r/ gGi***Mon��2� =��B’ b�m< toolApEP)UI���~oA�teg�HI$CloudWatch���8�Ucce��qTyp�c-�6 ber%���3ajiKV� ute-�nZ  JobsVVDheavyJ!2� �-oiE]�Ur c5.x� )�TM� Z})���� in-� cacVwx nw r5.2x &�� Av�u�5�e�1s! �_co:� �EkW* +"�,mix of On-De_�and Spotqnce1q:**:'!$s-"� but�b� claima5]�T!y�[K avoitterrupZ" I|jobĉG!������,Rdmb2[e9of ���N�.j4**B�:P#�c�XS�Ef�r_on_d)�(ou to 1a2S"�[�@)���re�2�d;:�a.ߗ��?�s� �,���2�&job�M� i ��%�r1w.�%� ��Ɨ��a�rs &�|dI�% �[ a�| �som�mۥ��$e off-heapAN�Df� �Y�7set� executor. �s5 >^L�u�%@ +am�/ of�&?\!on �&" =Hm6 d!�ls�9feE[� [=8Knowledg//���%l*�bkb.� com/Ms/�-�� %|5ĥ(���A3~CmR��R$ ~�:@**General Purposeź| Bala*dE������n���ed�HN����*�I.9��#&F �H�>w�Y4. Wora3C!�eQ� S�  � !mec2im� e�ll�Eb%$ le�=� M��6>�" y -���#8\~128MB–256MBU�.b �@ � f� !@.�~� 7SmJ |ţto�ng%%�?� !nMedium!� Mid-�"M��*�@7%� 6 n��-�� pipe}p%�5. aoX�" ]k2.e�#0Ճly!{�)nbETb��aSbQ�5� s.** A ru�f thumbI!�iv"�No! Q��F 4�2mc .� &�6a2�d�� ing�Beu)tݩ�in�2h\�cWsFL�\i�>l݈to high�G i�Nst� �kked �b �"ncy_ Lb�zu�re��� ��0�QL9A�hin�b�+�� �3C ��mak� gA��"� ��i� ���;[ ]�2�H�6�l&�h��+f org/��Hsql-ref-syntax-qry- \-��h.� )�K**�"s!�W�@r��6Z coales�s g��lv 6����\��� s[ OA� acN-(-� �l 'a}aa@ Regu2;R =2&e�adud� }u� �E ~F,m� EMR!Always6&L 50 GB ��!� v�Z�T"sbe donA0I�)�-_ -_�_in_gb!xeu6. I&C2� tu  $:���i��J*w2`�A> | De<q� ��| Sugges*UV�����0.�^����ޖ��F � >7| z� ��er 6>0��| S�;4–8 GB��!�:��sB�| N"� "���� � | 2–4 ����xe���9.��= 62� ��|"� �, /� \==���� .ftoB�| Fof JVM�p]�toM�=M&�f�m�#is 0.6;ͽ}�JN�� ��6�.Fr�g"G�to cX"�>:�5; tweak� {�vi�H.�ql.broad�c�g{4|�g�)D�X�.�� ���set"300?'.|�' H�:6� -3#;����2�12�;\ A� n,�2���M�:�;?6� 9%��R�%�m�j��N�F�axR08�|�} esti�(d�*^ �UEe) an 6G�]n��be�(rt�s�\ goal�PFto+%b �.�7h+)i loss:� G�v�"�ٿ| Total&���or���� A� pendL��%�R����autoB���T?d!X� t2�X �+zu���� 10MB���E~�B�� 7. Debugg��v�NKJob E�ion**:�)n� UIA��Ftif �ng-��staa)nd�``-|�Qo_K>��U eį 2��� M��pos�<im|Y^� �e�!i7 � Push,�>�9�m��3sK- Min� deJ�"!s \;g�sByLE�ej��*��"RP=�#T�.bDBR's�*(��*�--�Ft!T%�.d lon|  8. I�Jo�M d Su�� )�1�Cn*$K�..5 s�e"Cf � :A�w>bef��! ��^���you en�eۋ��+�achAD to [{$�&��&��/a�-a-�hon-�2-ticket)!B assi" .v*ϰ)"8&^,omes equippe��AI/ML-�. Rift: EiL.ga)��%O/Kt�/-� r� �!�m{ ��/$E��p!�'�<0>(��� goodEuok�(�organi Ra-U-F Ywid�XETL�XML�0=ys�%�beyond wAc%~a�id! >�bœY=�Na y 4r,@th�y%- or_ cS�n�aK�dv!��$p0�[�#�� 1i��%J Qdv�gD}�%*� �. Also��@z Pv#C(. <DocCard�� />�Mz �� �in Goo3� :�|�'(y��:�� Q��cuu�e2c� ��E#�bO�a�����tor1Xdomai���AVUak���� �"6^:a��5��.�w'~� ~!&%�kn�7,��E%U:)�)��!DF AP�+ken. Yo���g"��`MP�Rg�M��J��q3kOe�mpdQ������u�2Z�%�Kfol�:`/<�f��;>�l`.!4�O�is��;!.h`Can s%` [&�z:�gcp>x�4f�-authz/)�-co�5/�-ac{�# �-is)C�Ϋo� u�ca*4D"�)�Vи-��a�UpgradUZSDK�q9hB�[ee!ne��lu�2��Wum4�J� E�a�'�D-���0.�ed.7b�� und �G�rn���UI,M�M s ->i ��tk���)a��!,.zr ll]� � pack% B\Gu**Libra� p �[�k?jw%% S�;aSU8 PyPI&=k��W,fs�Kqc6�5I�{j �#ll New**�**n** Y �y�*�k�"**P �**a�Ydes�L}=�,��hZ �==1.0.0�2or6*�zFi��% 9;�5�M<zz#!A�SDK6�R = �'d�doNg@<Oa� �_5�  rS:new5/Q�.+5:D=� .*summaryE�## P\���d%�QSa���8a2ha�(�..� - [:^:�� �B.)" en/lQ�/:s-�`-=) M�e�all�c�� disrN%�H�RMsx �1� �aroXx}�> %pipb[5==0.8.009UP *`X8���c.sVc%��b%�;C ��aQ��mE$�C9�eu8 P��9on��)V��v jeBܞm�Arc�g�� ol��Eml �?lO�o���0rol �.�'B� ��oeC#U"Dec= �7��m�"��(�/*ӏ-pr� `"�= �E t1�Q��&*2Q�� n �UI�.&=�j&� t**A/:R|"�Z/9k n 22�ha�$ers**. - D"!�!��C�'d ��;�)to1"�u`.%&> A� 8to�u�A 7�"�. Ag�0MM��!�S er** e:jE !�� .�-�� �6&Z / s�)?M��'A�[Terrae Temo��1/q>q��] r6� � Nto �iJ"F�6�!� *�!��mple [�) �sn�">Eory� github.���-ai @-@) D2l -�'�Ne?*!th0�}aZ�� "� Q �0( still be a.!$"e�,Y# adapEd��XA�"!e��^4� �i�9ȱ;%qa�Ds|!a��c�eeM�� �A (A�1c>s.eꅁi 7�U d�vA#�BU��r"f 0write"�%����Z�!�q5'QG�F�Z%M(�/oDB���j3��-�,{DEPLOYMENT_�:�xm�N>�5p�`�# ,~��C O���%�"" =� c� , n�*s �o %jN�&!mD�0o�a�0B�+S3b �%�UtMee�" q��_�A1r,�cn skip4\+� mJ �= �!��# �eQ�S3Mg"fEb! a��n"��i  sof�6&8 ed .0p �Qmup, [�S$^�Y�aws.a&$�zq6��I �e��o 8GedU�[:�]`ѭM�"���Qſ",*aKbe�'�g\i�Ie s*j��+�F��id�4tA��21�9�2q���4ryp�� �)!E7)(SSE-S3=(o�9��of9� [� J��a��Z9�1B�B�-w��X/i  j�a �9 N* �S3Qj[U�(*���T�,QD�&{ I� �qa`{T��H_CONTROL_PLANE_ARN}M � thH*{��2) ���[. Ask!S>��- ���!x�fe�e ARN.j?``"x 2F=f.x �a:�� :�@�� �S3:=b_x ""��N�=@�: "fa.-=*�� *H���Ge"�� Pu6Delete�w"]6�=.��"Fxs3:::m�B�/*.�2A v@��D�DND!3�8>��7!�� 2M��)#�ni�M�gs�~�@)� O� shipŢ��!f� c�� �3$o **ACLs D�7 ** ( � i E0,cedn ���3v�� wq����2Q�ow/e�Y\ �� u z���tenA�[���H}c��,�}Yx -( p 50$B�`͑+-"j�s3. q>Qs3/��s� FY?��`=${AWS_REGION}&tab=permis"E1]-2��$� (if� $r"\- U�? _EditBA_�#��,�}+*butto�H -._E*"�9(" � ed)_-++kA]h-HByAMe�� eMeE_Save Chx_ ��"p �� 2h ��[�� �&7 ��� AanO�� t!���l t�� &� �A&��e",�E m/&II�aGCQ�t1�4 h6�޺W� R AM**�&�!1 �ECi ~�-bar*�*�1y�_1.6ˁ&& JSON->2+${RI�`�AWSM'�g� ��0e�zh[ , `${��I-J ID PD !O <:� D%�)�-[^ L�� if" *� 1:� >n$SPARK_ROLE2 X[�_Z ÁNn�N"�8:� + �.#ad"l�ion<�cloud-2�s���nce� ܢ.html)�RO r!g.��)p���"��"2�+A±!���� ek�o��9i� (� &n h�ê/blob/ma��/�s/ca_i�.1�wQʉf**�: Tags**� a�Y�ta> V+�H�� 3 :3�] ble::} ��: tru�I�������Gi�� ���easj remem#DA�s� �!`,8 k�-�B$:� lB=���' "��%*&$�e�q4��&���n�m�l��**�ypJ��**.�*2���** �tilJ� ! �b� Imag+�1."���'s"EID&�ont�ƅDe�ge�IAH.�6ID� 1.�$"opa�x qYg ext2�l/�e0�#adom E$ ����2��� [a UUID��B�c www.uuidg25|< net/7 1))..� q�&��ɺ�#--!).{�!� -�"�� �� [�3�5=i%zq�*�**�]!�earch  q;�z just d:3�)�. ��c.�box Pnex��iP�i2�Oaj��� �j(�C>*Ii� �5** G�,NAmol bP �"�w�SYh � )�"y**�TDE�a ��A�s� pla�. ����%�� . �T p"| %�c��%�S3 �*� 6 �F*��A���.� 2b�� �?nd9�at-�c!!���.s�Q� #�F!1.1��ZJ Ex�bed+: I(��!b���B�� * �`" aJ� &� *e� -���)*� �� �� �� �� � �r%�-&�U`FM ŀ 7aI}"8 eѥ���q jq @�t �t ( �n :k @A�h �h h %7�` �-A��e��T�� �e �e :e ��,��+ �'2�"�&�+]��x�j��m2! .4������)�tf��~o���Fi!�t�N�s.:�� lhe i*�(%�j��z ݍ������~�R-_��ay NR &��i>i�DB>�!T��Mw>A�2� "$_ odb:JwWg�[:A )Con���z-�?beTpjUGetzJPu "-c j�x�"���:"P:�4�B2� �i ��1�Gl#�: ��9��%Xsr�2�\�b X �'�'2'&������� **Select type of trusted entity**, click the **Another AWS account** tile. !Create Role Image 1. Specify the account id where Databricks is deployed. 1. Enable the option "Require external ID." 1. Enter a random Ext$�`your choice (for example,n�L [a UUID works well](https://www.uuidgenerator.net/version1)). Make sure to Q note down%Kext� that��ose --D'll need to provid�is O to Tecton co�t!4e installation)� 1. C=�hNext: Permissions** button ]$1. Search !$the policy� just cr!�d (e.g.3 `t�d-{DEPLOYMENT_NAME}-cross-aI.- L`), and]\ check box P next�% 5attach.�tonew rolej�Tag�j(Review5*I)�**RA�0name** field,a/Im4 starting with5`, �such asF8 datai:Cd`�)�**C%�%X**. You will see a listA�<s displa.]Go baa�)N' 's T�  reIM8ships tab, edit�+2�%� hangI��Principal from `arn:aws:iam::{ACCOUNT}:root` to-"f'lle/{SPARK_ROLE}` 6. Add a PI� � S3 bucket%�dfmw allow}D5zIread/wria_ o it5zNaviga S3 ->n` S3 B �->.|q@$There, addE�fo�A?M��#`�,_ARN}` refer�a�arn� of [�nce�GfilI$ used by��docs.Y�4.com/administr�YL-guide/cloud-configu s/aws/t-prts.html)�a�.``jso�{ � "Ve�E8": "2012-10-17"QX< "Statement": [8 D "SidD9�S3F"EffecG"A!l>U�"::] "AWS_>�"� }�"Ac���$"s3:GetObj�, Pu6Delete #]:KResource�qNs3:::^�/*.�2�9~N: List>�>�>!-�iO>��25�] ```E�12�he )� Owner�! Set���=b` c�is se��H**ACLs Disabled** ( � i< Enforced). This��"he.� Ɂ�@to automatically ��� have full �4control over oE�s � ten�>WyewA���-�8AWSOs�"ope�M�2E1> �&_$B(`��+- � s3.coq(.aws.amazon��s3/�s/m2FYh?region=${AWS_REGION}&tab=p&; v-2 !$�3 (if  al�P re)?Under9_E�\>W _ se�?,*4 *� a� - � _E@dM@8 (recommended)_-E<should ��>yA+M{oA� eM{E�_SA:C��s_ ### �(an API Toke)�&� Access]B9#; P a> t[i cl� r� 8ion privileges a�� ]�w� paceaJe J8must be associa ]a�64r or service p"� which hasS# �aY]$ unrestricS>� t l��s, alon> a)'�aI�`��below. !x# I ��P�~ An7IAMF;  EC2 !#�� s.K�� are 3*� 0  iA�So� O�s manag>r%tse )I-*=�-*�- �!�ou� quir. AWS keyZis��Q�q�!�dde Au 2is� ��rned in ora�!6 �!a� �� AWS)� Notife�.eam O!�you've"�  above�up, n ?i6ares  conn�ox r(! br!?�. Pleas!�clu\e*v =�:��ARNE�E*�/hO youited% ��D0plane.;$# C �=�(Notebooks � canA�.ISDK!t2�W6!y,explore feat|values a� trainA(A?setE(.��  c��s howWњe%BA�-purp�M��useE� � . If1�Sn'���dr �� !P-3A�=, p)�� !Z �for C| �9MEq Suppor!� Runtim�=tSee tA�page A�i8srKin �. S�whe!�6��8 9.1 LTS & 10.4 , E onlyrs S�k�,A�!�d�*als. Wrd 11.3Z��eK, -a �s both jcE�Us�RxP As a best practice,E!5same !�%�5l Cͣa�a�= ed%u��FM�8View materializz )ۥ�llo �SDK ��tep��done o�bpery/M�.�~F U�mE : 1."̀$**LibrarieOtab 2a**�NB 3L`$**PyPI** u� By S�  4(t%ackagYto) desi�m�1[,>E==1.0.0Y orz *2## AuthA>ca� W�   A�) $�ͩ�a=Lan hap� in 3 waɁey ��aDed � A"�7�� �ssm�crUk� use. For �2!set uefOp�1���r6anyB1in .s 2E�3EX#D:I�C�inY�Se; Scope >!UFed � .login()`ŷ**s@d�!�� s _��� � q.�_=�is��ved!�its�4te is cleared. �.`z'�!-, 2:B+�!andD3�D��W� )i. :::!& 6Q inte��ve=True) es%Zq�to�one � �.or highe�::: T+y4a��user, ru�;&�if��4, replacing `"� ek.{ .ai"`��AURL� �TTuy: � 7IJjU). T�# �a direK e\oa�xO link� brow�sig��+:�!�)A� copy pas�hhephor�� cod�HQI�Y8ty Verified web�| �int�1Y'� put2. � be aw�rZpis one-����h.S��,`get_online_N s]Rn0to S� B store" wan�0 Rh"�)�q9 2 or 3 ��lso��j� �  ����"��2G"% n� ^� ��. yf�e�a Q!�Sa� or2� �� They��.��>� ��#�Pre" sites g Y�K>�� � up (aD2��=Key ret � !��$ ble)UZdoh 8one�&��aonA���ht��ru� ��#�nin ��Z:�, make sy  �^��F@��jH `<key>�2�>! key� Z`bk 8a�.j !9Nj�w_url=ju, (api_key=���Aw�j IfJ�r>�2��not foun��%qGq �"� Alook  :�2^A� in [��seA� Rs][1]a��pb�e"<��)��`*,� Bee�a�v be��i>�fo� (sj i��r J n� ��")q&������.�%�S�  First�e�!�.�CLI�me" lled�߹�][2]. [�x a205 popul��it?��sɩ## Nam�� S2�Th�E� Ris deriv|b�� s: - `<&k->`,AT�1 begins� j `Di�-NKo"wis� F ��f!e par�� us2�M� UI: ��BW&C `�9� does�A�,2izj!r2�a�E c bashg !�.g Xr_raise("TECTON_CLUSTER� ") #!M�bset � BsetV9, B��.� !w�2Q�1� v!���B�_� C_E;s(h��s�26k,l�@re�z one  &n`��eUFM�� fall� fdI�!(not present�q4d, so�nr r�D � E�Scor� A���# Pi�qj.:7 2�#3 �� :�� :a�``)z`�!��- �<_�>N- put- V2+��$_SERVICE \�--Qng- ��fooy /api�fM�API_KEYVi<TOKEN>� Depend!Io�Bse� may%H%�� ��b the �% bef�itAu *e2� docu@� ][3]Lmore *�B�%}$J�!}acl6z�'@@email.com MANAGE � AddizJ,�K9 ^ �s��,IZ�� ing��)I68>/REDSHIFT_USER��^!PASSWORDN% SNOWFLAKEbG"H>�e*�#To> ess | s I� �>�� a give7����lO&�  AS%A�last 2�aubq�at 6t!XKer� ��Q�v.�enl tes� O�"�$Retrieval,�� gr�h�! �2}Consum � G;o!QE� U� ��CLIY�`)E/ �as� &"6 to �A�!-�� 5E�pro� on a9  (o%�'�s��a�ch�( ) F*6)|a)�f� �:f}��%� N� -� �'$er \ --5� <Your>"�  @vcom��T10a1%5��2��� �� E��f=) �-�-m-Id �[\ al] B$j� �0.6.6a`ne!RU7As a5�&.���>�all9�s1����)U��^�_� 6�"�bl�Mk 2�6�deD "��$Web UI Al�+tively,� AVsep�q� 8!��� �A��-�Q��Lo��5�#su�it�qA� drop�,��� top.�O �lef �(� bar, P�&�"**.*�J**��s**A\**:� tab.�4"**�)43:7g 5. I �dialog�)�appears�2�,-7>M q ./*S%"�"�!'s 7elHaeO+f )YS�ss:�%,�#or,�>,!�( Operator�. 8&5Add��b�e��-  e�� �� %�*p w"5! a differG <"��=�r ��ust [*� �/es***:X%premium^0/knowledge-ce�/2��$ess-s3/) sy,at.�!p� all-n&0&s �!�s (~#��r �� #prefix'��.�/�)aa�� �lyaR2� ):�e��o�I' funf alito##�yY�%�!i}/AfE."  previou��6O *�h�����su� ful)��P &.U9(D �,F* _*L()�.�__Ni ## A&dix �!& h>�Q�&3 r� a�-{S6y �A;do'���� ok' B�|� #� ��� �:h&[QfMN!&A� �` �Fn � �q * t�#s"� [1]:" dJ�-security ret�- dex.�- [2z=8dev-tools/cli/i:3]: ry6<� s-cli|#O -or-�(� -for-a-��HS--- sidebar_pos| : 3  im�"-� JarForEMR��!��0ed66 ;�:*�$1 ���$n0qoa�V�$ I��$�$v �!� �I�e�� � e6�$�loyA40 < HEMR"��*!?"z$ժ�EMR. [Ab+9? D2�"E5E�:? emr/ st/M0(�Gj0emr(-1ksE6)*T�n% -#s�1lon�6�tom��_�?@�on�a��>f�sof-!- easi#$way�r��aU�-vIA)%D ����b��o� agq&�(s. It's usu�� d `{��co}58- Y`��*����k Q5appliA!It�bIas >E��5*rI T�up��iD%ve2��scratch.C ��v�&doc�U :�n-ewga�"3!.w�A�%���G+B KW+= )�!P&>!}4 - A��  (personal3�*)����(obtaiA� by I)I�:�) �%d���}&,��1�Uml8aomput`*�A{runeSpark% loadL)Quses Liv�*�#r7 d �+ <�p��, execu��1�#motely. 0+E�J'�%p?� m458bhrough!��"��abl!Q.�� ��e�#! � ingi�c�%2:� develop��"V�$�/t� 7.0.q#1.& ��� Z�8 &�/Re�e `�+7.x.x`�1"0!2U�i�c�s�e1%� 3<, Ha� %�00.7.1, HadoopJupyterEaM4priseGateway 2F�' - Sp�;�E�u0aIgU�(r.6 � If u�w kind Y.nodA�oAf, wA�A)endIkka�!"( `m5.xlarg892,86(Bootstrap a� s�yip�%d�(reU%d pytho0$ )�!�`s3:/V2$.ai.public7ll_scW H_lH_��_pypi.sh%?U**v�(x.x**�Any48 alB����1%z]� environA��- (A)%|E�Kafka,�$!4��dG)als��S3D��_emr_q._M�_copy_ky.` .%K1�IJs"�9�&n arg, eg.;6/�3" � J�3�?�$� i! �"O'i�)� �bux:/�-*% ,` path. **E' aws em�i��g-!le�:**&�5 ���-� "I2-<!�co>B�" -r�7-label "�=0.0 ���'�e=�Na �$ b�@ �c\ �� �"�8<<reda%3>:�X/< �V �m> �Dec2-attributes '{"e�nce�2":"@�� >,"Emrg dM�'rS Group6�2-Slave:, "2-��4>+*$,"SubnetId6n}')"�,-fleets '[{"!F":"",�FTypMA� ","T��<tSpotCapacity":0OnDemand 1,"Launch��1� ":{}id�0s":[{"Weighte6GEbs $<":{$BlockDevic2CVolume2u1 p`":"gp2","SizeInGB":32}},{ $�;@]},"BidPriceAsPer�ageOf1":1006�":"�I"}]}]-�b�=-�=!�Ar%'m���1.1�;duckdb  2"],1�in�Aj ","Path":;�e�e"�scale-�B�-behavior "TERMINATE_AT_TASK_COMPLETIONm�j-t{ ion�Ae�<dleTimeout":3600Q�]9 <�� �88"�q�  ��at"u ��^ �.  F`Py�{ ` kernel.&f4� � uK.?a �7�)y U%<` ��magic��� %& -f p=":2[>"f .yarn.app�� Env.h"RE�:�=.6*=bB�I�CGdep�JL sql.�Dn)D5io.deltaD %XS�)on6,F�Kcatalog.�_ V org.��he . h & lC AF^jars.p>22�:F- r2.12:3��&R?-7B�V� pip-ren ory/itorg�� /{-e VERS*< -udfs ~-3dp>} }< O6% "� dA"PAn�8a � `5�7A� to si ic� � �u&� 4`��"� ! �� Some6U�*. typ�9y� �� Fab�!��e��Ua�� �e1lq�m�,�e�"� � � i�`}�` cell")� ���(for multipl:_) Snowfl,!Kinesis)N��nd� 2�OE�A%s`F/�4U�` �/�7 J� _e� A5�C-typ�?5O�#Ba 7 offf � i7 �Aj-�� �2. �1Nc)�-1�t�.�/.."� qb������V�\ �4;Redshift �cJ4a�f�/E�-r q�D-6.3.0�� _3.5G,V9C=$-jdbc42-2.�730~8Hpostgresql-9.4.1212~3�F,mal-json-0.9 �JBm��A!Au�!Jcom.qub�%::-�k�%C:1.2.0_ 3.0��%X jack�'�--cbor!`2.NoA;������j�s�%�-3.13.3�n/)<%0 �Yt� I ::� *�MX ,'.�S &  /�5sword[��&; wareho���)@!���. ��,-��Mget�excepC lik-� net.5 .client.aH.5� SQLE:: N�"z" �� ���cur �;&� �%:<H5'�T'� .�.8A`"�\A\2W>" .W*-0-10E*:3.2.1J�$! i's �Avro ~� $ �= Logg�8!�9@���a=4local:/usr/libI�/�� rnal-avro��B�D(� $&P&��<��<��<��<��<��<��<��<��<��<�<;$�2s s��[<�[<B[<�C t # �($.�M_2<(<*�# ion_�;>)QP*\<a�#l�I in."/#?rU7*�=False�1Fo�N��d��<B�i� �as��ker+�� �v�<QI$R�<&�< clipboard(2_eF#�l�=�:�=F�%``Q(I!^�$&�?z3 =�M=�= ine � ]F�7���Rh"�!A=2M=A), E��? *�� ! *�M=�M=�M=�M=�M=VE}:� �?�#& >��!!��F="n'�G=�G=�G=�G=*G=j�`& �8o^;^I=�+��8�J=��2��RDJh%��"}�*>U.=+�8�D=nD=� >,2�P�76�%"� � *�&:=�<���:=�2�lCo aM+n� an;�!"�E�3=�3=%��'��>�VL%�>�  = tw�%k*@Yi:�%(͜Zt�1. `<p�-> .P<�@H defi%�PJ @ |2B�B vNB�| | -^ j�m5/�9:`�|&�A<>�6:/~�m�t KEY`m<mp�&>` ge_\/kZ-&�6above | .�ir4-N���>�>E�>e��}>2��>- ^�> s9�`b<re�Ts^o�al2r��1����,��6b: " H?.�?�d.�? �JC:�+&:-1�JZ&5:"�:b[,\��9�a:�a:�a:�a:�a:a[2�8��X:�X:�X:�X:�X:�X:�X:�X:�X:�X:�X:�X:vX:�J <�V:�V:�V:�V:�V:�V:�V:FV:!��....]:t(�m/".�d:Nd:EV��"i.� �:c�g*; lect� rX'. ��:��:x%rm�:�W,�%�Sn�:&C"�<oJ �*�P^�:6 �JM �Iyou.�:y &E4a6�_�:to�9�k:�8;�AW,*0.�   `.�1� �2i�&e�`� �4.*is welF�: �: fB�:&�_� : "SLa:|,�3 :4)�#��9��9��9�9yB�/ [�, ll P:U0uBo3qF� )�3f blogs/big" u0-�-"�$-on-a- hL.-h-."t)/) Q!l2 %vL ��Y�UoY�Pa|,�E�a�y �T% ��=initial>�%oF4$ � sc. �A1_(("pandasr+5VHqi`sc�T.Di�$ Cont�l i�I�/��1"C|[:*�+aKyH�LqJbeh4icitly�\�*o s.��:Upgra�_q{DKA1. �5sn*h!("C7���5uT�o�*�3ic.`CD �4"Best P�7ces" WeCXl(!��&p�Fn)�� Oa&�1�\!c"2 �11��jenc&� ��&"? �'Ca2!�OL"�!*6 \0Dpul�V �:,ble�of ��e : uZun6�M�"�9�U)5M]I��!�UI, go�1�"l�1 pu�!�4C�:�Re�, 1�"�C�B"�. � p � im�3�3v2�3��&�K%�point%�fat%�2\4!�&�)�OQ/ � ��_k,"NV4!�Z+.�Dh"�nUEA�Mx�e"�^�7Q� numb0pH��&0`e �ba!%b>!�A�-�`AU�->J)r[rZ u�"�?|"{*summary*�AvJ��Sd �_ �B"hD�+)��sh\]�2�7- [:^&� �>>(3l�9�� and-�/s(>#��~:*C>�H���) ��'aLs!�avoidWirupE�Am s�"!�-��:.�,M��b�)����5 )`�>��C"1EMR>� M*v_�. on betwee{ �}$El the Custo�L$%P�e��,��"If*&_ Virtual�v�>Z rchi� Y]_u,��m�O*%ho�|�srol �./ "Terr�( Temp��ű��1��"� <Iganw]�%NtGR�hJ�:Q:� levera�rm<+v [t�ū�s0yY�github� 0ai @-@ ) inI c�wman�?;G��E�m=2��� cQst�sb�V.���880adaI�A�t-V!�z� s, e�/L@A%net���l�=�h,8"he"�d%�X9?"� VB �zG}�uuA�I 1�Hmh@GNgU�1Pto SCloudkGwr,6E�RU!N�R! u oles)ci "FM�"�o"P(V�!a �4l*�H��!q�E/&�ef fy(. �ga_��:Z[�n��:Y�Nn�CS3zC:�C/� - E-q̥M�n� aBa� on-[:�w]` "x"�my%anytdui=`)}LE�=� o'�2g��sUg0>16x;wvmA�Q ��1� � us-west-2t3.Qzdefaul= cryp ŵ�)!Kb] (SSE-S3).!(#alE��%!�NR Rift%,�Lf�v1C{:C*�v�� �1/w��v��v*�c `5,CONTROL_PLAN�v� �!�Ll>M�2��&. Ask!�>� PI(1zdo��WARN�w�=�qv�qv� �mvVmv�Fa,2�u�veh�wv�wv�wv1@�u*1�svsv�D�0�s>�W�-��w.�}M� �}v�}v�}v�}v�}v�]6�gv�gv�gv�gv�gv�gv�gv�gv�<�:e"WF�[ � �i wef36: � � po{es\;���q6( S3, Dynamo�" "7 . �Q�leň � �>�)� AGy(b -5&`)�K" �=��z&�!BU L/y�- g�^s6* SSM�d�n�A�T!Jy�A�L &rj�&�r��������.r �` �:eU�j�6�T.=���6B)}�MG] F�6;5n ��-�E�I�łs�e,Q"A�� � � "� 6[ �/��  r AM**k.�J�� **��"<r� �Q .�Fm� �:yE�1�Oick&�� �l�P�E_Y@ JSONIE6� ${R`A}*�+Nx{ r �"K7�$� )ment, `$т_ID.L-L PI&�� �*y +�e`F�| �| O D� �(%*&� & 6,b��Rb/m![r/7#<_I�.z; b�o =�#g:��V��GeHA$ `/easWNrememb�t �w�Oq:`,k! &I~FP6}E�B� qK ��I�*���I�.� �m` %�!�-��fA�!&��"�@��4`jnd�q�q�q7LI��v�v�vRy��ZAZ���jd"w-��z���6�� ��.������ P����AY� �X�X�X�^� !S���֑�Ia�L�>ފ�_�>Z�I�IZd�W��t_**EC2" z**Common�2 Cas|6O ��82�`o*��A&�� � �aa�ng�-i3�L�؂earlie�`?o�O)k 8AW�%��kbox��!| � 4a�@H!5�1.b�:��� �� �~�V � Mj��� NZ� \ZVw &�U:&iam/homeԅ" #/%�Ties/arn%3Aaws%3Aiam%3A$ y%2Fn� � 1�b�t>on@ 9%a)[ �ABY ��R.�iTT������i�A.`u' �"~ *��"�a<!G�Yn �EE�a:�i� tha� !�B8Z�� �ole!.�AM �XBM��"Bh*i b�m� N2�$5Hb��': ec2"�its "T%� ed E2� ies"� f>�r��u ��L M>���&� .� !+6D>ٓMRݓUsB�AIbottom!,�,%�M** Q�mI�!�*m{n�:��2�m�._>�-5 i6 8�ʼnd�N^atfr� ��V�.� ���J< �,��-�&��F��-�-�-.5A��3�3:1�o(icmapreduceB>-�2D2� eN^6> P���DB>�+6(2Q lTm}2�9 �<~<2��6� f<3";^/6� iw��Iߵ^�Cn���A������8#/�hly޶`${EMR_�sR��4j4BU)��@�@�@�@�@vca�s�sR)2F6GzG &"*�2J��~���:�t�X� ID�f�B6�v��R&� L ��`$VO#t��W"� J�^����!"�$j$����I��!2�K �5j�!�6AA`v�!�� �ջJ*jO�Y7 �XA2�a�ݠ�ݠ1�(ID"�J�acTruK�fv��g%co�|+ID�you"X En�)!<E@������������c�����z�:� 2�2" A`r�2;6H~a�&/�� �� �� �� 6>��͊b��yR,4-a�wof��6ѡ�9"+0&�-6�,�- a VPC s�d�]�,Z^A�,��2s���.\k exis&"#�4� �9D� em��� . Ei�^way7��;U3ax+N�����<��::.+` tag�-.$<6�� �+& |YVPC�1``M�:K3jz g/e:�ae�K2%�u$-k��'1)k> each!��availabi$v zone{Q_!>7^ ->!'!�("c~2 AZs-&�%g�mIB2p �s.owJ^tc�fesx:p 0�2 .0/0�%�� mplisX��[2-NAT Gl*�:Nu.vpcFp.0VPC_Scenario2g.cz6�1�%? ���6 u gh�s5�t�Jt^O�JuHu +�)S%�29imaoVpun�W�SJ� -p�0vi4Tu -"��ly�8�&v1 )la�;�4:Push mՀcL3mon�2a� aler&YToY-solm�&e�}6�1�I1.B�"�h Ris"$A�A���a1� "3 6�"��h9)��i)�!�-%�)s� q�A�de�9c0!0"A:t%�6���9�-̡�Pa�BtomJ�") "^e ���%"M$�b2�y�0!?�A86!�tagAL%�):/ �� �0�� 54��ke:a)Z%mu�t(�/)$r,core&tas��y}6�6""�B5� seco�oV��C�# �=��!���1�P!�N�ũa� �s")�}��-�9N�p����>� ��%!)%�10�q�>�1�ddE���inb��rux5ton�m: ȧϧ TCP"�Q7J8rDY"�8 ;,on port 84436H�NP1MB�out��raffic"!den ���� 13N"bCn�� !�f9BR 4N�f ��%�z% Req&h8��:�; ���r6re�5�.�8 i�v%�! S� ��.�b`�|t�� � teamY��&�ɨ`VH7 -sj7 d V� .7 D�5�k�u, D2� �  �*-m ]� nL�5 )�)match�%��\rFh���)~nA��� t ����n��i�2�)(�!��7){ � �:QV8H� � �0� ��9@d� �d"�r�;l ~� > d b! 2H. ?^E�h !=�,��s�=y�d�n �E�.*�D Java� !{I ExiqBeȍa e8 P�_N,A a�Issue �M�EaC0-�>ednx�7;AT16aerror� L!)� SDK"��6]e;8s_for_events()`W ~/.5C�cdA 3.8/��-R /pyE�/java_�way.py� lYs(� ,͐en_kwarg� 107�|� ot oeth.isv"=n_?_$): --> 1087�� "f("%� ��z�!Wb)�sVT!����B")� 109 O:)��Oؒ �U&�fw#�` caO ��80: [...� sta��r:? ...]��A� = J���y� tinu=<�M!per�G�' \_a _kU --�M?_�@A9i�8lu���A most�. ly iA�� �J�GY���B?ea{a H �mG� .�CieEi*Y#a op�g!ia )�!r Rs����#���H�#R�? }d_?:� �� upp�3�N-h!J cornC�� Ok�O �_J�DTa-w:�.JI�A�$to fe,٧�A,yW 2Mly�N�>a MBAPIr?eve�$,�> �I�ir!� ��ext.+"b�a��iApin�ZE �AV�I�(bstitute `{04_�E}`!�Z<G��r:M�B>�r` (�"�K-�e b�w4A) A{u��E�a �%out `*`q{$ `0.4.7`: [{ �*\}��B 8J�-J�F�*�'�*'f� (��e/Bquo�zar `*`{6Y�fQ"`G�A@�?zD -y,a*�')�JY�!���q�Et�F9���mdSDK�C�.�F�' ��SV�;ntrPB �9DB Redj�re�#�yC�o� low-�nc�L�@[ ��er� �L-�)���A4u�A�Ei�]kiem ide�or real��oc�� ng%c/ �!11Q��.| !O�~O!e\1  --��, E�%ac��nd #&Ɂ Clou�g_�Ň �FE5! a�Io�g�)q Fh�$ i "�Fd�"9" �&�y� �C.�!�use, per"��q��`:�iJ��G�;A&�*>~of56A ���Fu*ȍ Fiso��mq-�28��M�5�%/5�5�.�`�|F |-� �_�l`*�` F�'�P�<oܬ GDPRR�| ✅  U`e dFn���vғ ed.<. HM&�in1VWebUI x.�. HStream2Gs.;2jHBc 3pA�fGnHM 4built-in aggreozFQj��T F:6jHer5d69:jH �{vFB �� h!� Auto�~�q�:�.HQ��| ed M��n | ❌ \*%U�TTL BasW�Q�f<  \+#  i�(Global Replaef< ��PvQatim��^KBI )HC� �!��p.� + jHDur�H�BH!w\*$d\* →:���Al\�K /�buT�s��"� �eřR��An�2��L � a5. \+�OO ?Ms� newl"1 u��3�&L�cr��� �x15nh��\!%!ŷ! d!{lV's E ����$memory. Ho w�gg�McPs� r]��Jd� fail%L�9 )daiʳnapshot ,�OLatp ��I�)�DB4>W7h�Wdi��b`�!�� \ n�?�P�v�W]O�rF!&��EA-�s. #X  qhas�su 2l ��ekc waHtY\ce�> \S �N� ��:��etaL����DDBhprt) �25 o^�spons����"�9�|5�V>i� ҁ-&f&9F+p50� | 3 - 4 mJ�Vp9+6 - 8j+5V8 - 10N, V9+20 -25j+, | 60W20F�| E�e|��R�ZN/��A! N�`^ EP.�2\U� D+ ��U�S����60!�700 u:�I5]�1.5A .7B8 +]�1.A�2.F� +Q_ | 2V3J*+, | 9.�1JW| Com� ���&,)L�s�er��w U�gantly�A��tail �i�Lo7p993 p999 DBIa98��L"����a �wr candid%e��D Ly budgJ�� "E��systemA&�%��%�X2�� cUR"�af �e�!,three factor�"; ad v�� - WtQ� �siz�#5l��s�j on-d� modl!3pay���.O�o&�"��w."m������FVh#ist�_�hI]$ one queryh�W D4u,�0.5 RRU.�1. Find&spri� deA5D [�5)9&�=:�=d��db/ ?/5"/)31can calc:�2%�A*�! ired�-�, �A�-C !��#i �A"�A� oU`7H Zm^.he. &�a!�wh�?� �/�,'[sV` !�rd �c primaryZZ�QdoublI�A�t� ur sB' analysi�� X F�A��A��1 �!X082�.C!-" 1�qlinked [!�b�8�U)�!3a�~ any ���/,Rof �c"� `P.m5.2��%�4 . Si-�f�=a-)� �,�cisa-linK1�LEwcan!�b+M�'b��EU. Our �! %| � l bionE�A+���\d� \le eiq+$18,000 QPS!7W ad + i&tp"Z 18GB*a-�N* l�{ ssum!�ww�j�*u CPUC .�go\ 75%. W�X so strong& m ҁ�.!�y%�%�ʑ! �%�*un��7:m�S>B� wo��{theirMm�X�graphs� ug�Թ�[9�B�ZvarD.[Qu�u�M��a �%�!6^R QPS�� p9�!��qw�>P2A��e�Lweb� (��$!l2�i��),�Febru��6, 2023.ns1qeN�aTe�]��6�B�)Jm��[��**V-r��-fk�� tant%:�H^�| � A�]1x |aG| 1��� | Y�?y8| D��6: ] Jo J>6#6�:�Uc | 10"I  | 50 GB| \$864 =��F!\.��6�>�J� 7,96 '����0:�� �N�8,916"����:��:�V� 8,47��������޸32,74| Njܖ: >�.%�t's: 6 [3��� s]R+us� is M� b*A�.�FHB�N\.�SZQ ib�y�>�>�A ����ޮ:��FpB�76,40�ž 14 [7n r I- ![RatV@ [50GB].png](./as�/ C_�E_�E _at_�C% set_ _BA)�� ;2e �n$+nt2�����b�A��J'J>6#6��Ʀ1>T 7,83A(�J�J!.Η��� ,112�h���5>�9,329��:�ƳB�10,91�a2 [2�th��v]�@&A ��F�NJ"� !� 65,44�� 2 [6�/ �s�B�305,61!Ǿ�56 [28>�|.n� U 2n�D� [1��"\ � !>"Z ^� ^�p.�^��]_]_QPS_and_]��p�+�iC��'low2�s :y�rIig*0 chea thanI�.\'mediumBKI�)% rginij2E�GH�fFj�>I �to �2��� �t$Ɓ situ�s,mis pos�<m�;o�ss�$is2� F�_q�*I5��/doptimi�or�SSD�&�5 - Backfi>o �1/C�t ensive, d(-heavy �1.2K100.<p�� �Qa�1� ��,ly \$150, as.,l^���bk� < wof�10K��ze�0a��head e�*;(�.Q �c��͎#s:ov="a�"�.? 8 6���.<LA��6�L m���(�1�rJ v�� tsn�-r�oү ;,�;��-�n ��"4O#�.2>]�reasoA�/E�=C� &�iV,�A�rtou&�qe�fY s"�2b�2 �Bb��! %� ing V!% %#%YaPt,��3�_���im! "� �)B4!3rB�p�Qe �$���u�qV-< yix�!-"�; paraX,j` _is�B^Q;e�N>pa�.� BK��l�"�bV 0i]� ful �* U�s�'r�,-digit X�0%��-�N2� �hFr*��a*r0�R��qe��q M�.�1%e}kQ7�� th v�hig:a a��a=ode��s]has:�lPAJ}���' ��py%A;2�t�_F�*j�aJy(a�aN�( 2A T0y��B�_� o seJ��` $_s�ɪ rame�\1aa `) C"6'3Š%� bjec x:Ti<1 �ied�q2%�*P84 ��.])Y%�m � part�$��P(S����g�4�/�of�%�..�$�.��arM��y%�b -6�C a%2 �1"�(ing-c�=%�-�be* (lim�5yZ�+' .! )�>�pI.W�]!ꥆ�;%> � � . Un��mMZ ��Wc�#FA�bH{aDr.[U� ��_�c6�'���3������s A.��%� harde� a�&�4� W{ { W}� ge (%h?-3���9C7on]�i�rũ�E\g0��Cobser��A�=�JM{G��eakA�25R a+,��.O��25� of ��. ��!hx�ak�&!!�Ggo!M75%% �%� % <'VA��qhing:Y�t heurHHc �E�F -A9 �*��2�in-�B��':uc"=%��p�+ u�:� Let’�ok� a few2� e�A[| Total%� u 0APd C�*(w��r �s)kmf:�$.�"mR��6R8:� �/*� | �:| f|6c2�2"�ZJj | 242IF|e�TV|�s� R2� | 2�.|sv| Both�ai�:�|*cerG�z��4�A &��N����9�a?��i�|B�v�"t,[L�F"8� �~e���a�� # Scal� We�� ngi�B) (p�4ab��]��w��) �2�"hit��of%g��.*Z�#� t@cbe ��ayf-���+�)�g���'�v�re �����,!umovokey� �Gs "�oriY �IddKQ�rebal� Z ȡ�new����key�@�5"I'involv@!��.*F� yO#�t�B�l 8#b�F@ �. �#& z6��h�p�E"occurs_7�|��� �0� llelly �!�Re- !c!����&�-��am���WI�5��ov (.&s">Og)�!0"5%�����Whe�#0AZua�be�!)S�"+isk. ?ui�;W-tier? ,�Er b�)tc`�Qw0@ [�'] &�,Q!R:�?nB,XMo 20-30�7on �migu �Yslo,*a6� . A Q�� 163843s�1h�u=�ly+8��)�a�trygd'!e5th>~1 �� 8192 p (aA(^lfA�%�7Aa!�`s). S� Mo=llY�s�l�%� 6�q��0ncea�_�eQ� ��� %� �be `(�(!_ s) * 30 (�Ks/ )/ 8 Y (��are74))` = 8.5 hour�: e acv*2bhӷ��s?onM "T:!'1k.D(&L�i�!j�ji�/�� a `ModiO`!Bte� evE�sJ�u�OW�h � 2¡"��n_��'� be�) form� �i�a�Ir"���'����jobq�im)&���&� ����3ofR�3 s>%mar�3why,� s soX�V��)!\ also*�?ofiU�\�E��a�� �a!A=Å�A�f��t�)�1B�d6 an�r6 A �a#*�4�,%K�C� #�ll��i��hs|(�=�3��a�k{(�)on�� %=� ))� # Ov%ew� I frag}  -�Z���cha9n=Sain� Z2L. KeYr; a& EN�.���8s��n .�7 L'aHindivid҅��exp�B � TTL e�=cD,�<bec�E%�!F! 4qS . HVN��H F:�!�� =, res��n@�q6� ubs�2nt -�o� cras"fU��1��L ^6z* `�� vede!���n�I%�"� help��d6L��a?a? 1Q7de-off.�talway�t :}�Lyes`.#J*�av�"Ta��/ by�!�� J- ��@eshold-- b$u�E2��if6��;;aR �!�o��s�Vl� �eylowş��-!bA@)\!TV4�7 ong .��T iti�H�R�I ]a�er%#)t at o>~ �S~,�ja�i�% �s֎�y!V�&�8�.Q��� U�. 3UP"D�R: `M�-H3-� s-� ���P1.=&`9ng 2. DȄ�7: `no���yes` ��4. Why: When set to `yes`, a Redis (cluster mode enabled) replication group continues to process read commands even when a nUis not Z�reach a P� quorum of primaries. This allows us kioritize@4ds and feature Jservingc�models. 2. Parameter Name: `activedefrag`;1. Typboolean`82. Default Valuno,3. Suggested!U72r8there are write � dele \happening, memory within16canQ� become very fragmented. As such, you/ have s,nodesQ high b Pconsump%�!G2}( less. Sett%I!�p5@Q< I%s5�(background Q$to reclaim {L more efficiently. 3J�max) -policy%T9�strin)�J�,volatile-lru9R�noevic�$5�)�us�ias!�M� y data st�!6doE� want to-` get ded sil �9�e �A�Hches capacity, new I. N,will fail. 4J2reA�ed- R-percent�99integerJ:25R0 1(e�Y is import!(for managerEup%*� over �opera!�s��$ile decrea%zEtcan ine=ifE�don’tE� SsuQY1Yavail�r�all%�)Y, Q�� s. Backup1u8may also affect1latency��!sice��A/r�J as a�endaEeE� �[� x](https://docs.aws.amazon.com/A ElastiCA/r$st/red-ug/ag ups.html# !�4formance-impro�) uabout-��1YAuuse by�Z, ### Monitoai See [%� docu�y�:�blogs/a%base/mF-best-pr�y ces-�j- �-e�c�-for-%J-e�#0cloudwatch/) !�in�AB on iAr )AS0 metrics in CG . Tecton)�sh�fthe fo�r!�8Web UI��esU��$located on)$**Online S�'9J(** tab, whi��ppears � clicku**S��ces**Q$left navig �0bar. - Total��6ng QPS - Read LE�0ies - Number �gy ��r���/i �clu - MɘUtiliz�{nPkey%a!);EH Aler�H8 We strongly s�; add�9� a0s !�CPU���2�of j��6�E� M��I ��C � 1(Enterprise �ScalinA�cal : instaU dua  periods!Alowtra�{��qY% speed )dliabilit�;your s r� �#1q�Dan ��w � its ai!)#A���sͮ$ily why it�a08s so well. For-9 ,��z� von FlashA���G|doe�  need!fit�%�Yof���bA oredY$an SSD atta�A !�<. However, even A� �#s,��rea ��( go through!� )�a�mov k{(��� key �� usage)-�Ova�ew� H~ i m �J��challengA�4to maintain du 2L. Key ions�a c��ofR�. 63occur�T   view Lv 0d, individual�s expirA�� TTL e�`cE , or �%�!EA��M� . H&k 6��P F1*�+! run ���, resul�=AR�ure (subsequent -�or!� crash"� \-�&� I�"�s Fq �uldE�1 .2  WP �- - ' �' ' .! ���v�� ^���r.�nc/!�as��.g/) for z�)l�`�T�~f~ j tV� �?�K� �������-�MnM�B$above 80% !�a0�Qaj q=0�# Connect-�� n .� All P deploy�s�AWS�lude sup& s( a DynamoDB2K by ds. You�5o�allfig� I\toū� .��� . I7 '� onde��� �V� � � you,�U� �� pos*� www.tG .ai� ,/announcing- �&� /�VIn orde���f� .�,�  guid�� %� �to I [) }gQ &� y� -;�Y /� �'/) or [� E � %gV:� *� gL/?nc=sn&loc=2&dn=1) QX #EW%��� l �'#"� Requir�ws The �Q�!�5#to C�� only��G!w� #.M& r as� cific[co ���,A�en� onMG� d version��%0�Aw� .�;en ���!�2�-!, ensA�!  meet�"� �ep: v� M|End� �Q AZ(At least onWp�0  shar4 QV �6.x "!up �.� ~ a�� �F 2'�ei%)#��5Console���  terra� � sample  script)_* b��� IX's28. ```p,ource "aws_e C_subnet_� p" "i�@_<customer_name>_e]_ �:4 { &� =E-:E� E-�- " ��0ids = XXXX } j�r)�N ��"�B>_id� �v�FIde)�a*IZ >-)�!Lode_typ1Q6= "%:$.m5.xlarge4�|bH= 6379 automatic_t �_��= tru�� V)�Ex *_�:= "6.x(ma�_az.oy"� )�_]W y�@� 6.x.MN.ong# Eighti� s. ON�. q=_IE 1�s_pA�!�%� = 1o num_s�= 8 }A�ecurity 9E�= [A�]&}qF�i�Z/ �B;0transit_encryQ5h5[$depends_on�= [nv 2] }�v Not/aa`%?A� `, `b _of_��s� nd `m>�` v��n��tuned���Mworkload� ## O% al"�����tw�e [u&A : A�"X 2�-O�) }manual�` ` L ]. fa� � �a�y� casc�:-w| � ure)3��� ��O!%%\�q>iVPC pew  OncaM� has beh� \C�e Suci help co�E>e���ith.s(. Create aVS� tick�h� �*� : 1. M0's account ID �RegionRelev  CIDR9 cks��!7oJ,"��t* send a�1@� est,��de�ru�w how finish%�up netain!%�-h!�1Q�)NK^�0sh- tes�5a�� �Entoa�id!�!c ij� . Af�va*E6,, see�{ .�cI � � E�A�e�S >7 e ) #�" A:� Skip� se%x�d� -� �� j� �-Or� �E irJ� qI�n� �of-yo~� B9m�z� "� �&� M��-A.� Us�e� � a]�rAkofE*p - H�`��u(R& )�V� - OSS5�API1�b" E�E exter�<endpointLSJ2but� Cl� Aua�d  0unchecked. - ”-�l0 lis�a��~ to I�'s IP� ressn P ea�tact (F�?a�dof6G i2> B1mS�l.! F+M\B% ir�># T&# �݅�BTis%up2��vI~N�/z�E and N���B�-.%^m!�>|!�� Taterial$"a�z�AZ, simp�p�yGbC�~ in)7��>de�LE�byA9�`o�_H=b H()` in\ F�" VJd!��y python @b�_ v_v(U ba6#y_q� ="my�>",� heux�_token=os.getenv(MY_REDIS_AUTH_TOKEN)j) )� ��6�):!...� E{!�m5�i� jobs���dI�a �Wthe `-4!3�_-- s()` m�ito�>qs from)�%�UI�.�:� (AWS) AZ�%�a-usO y�to eQ*?real tim�e@ lsapp`AG�$;" � ng&� �x) ���AWSO����o � #Sel�Y�.w: A aris� N�to � dV%m�N �92rk�!  !Cf ��~XAVIns&� Hc1 ng),"�!{ { 5C B�,!W�2��C%%)���: B�"�  �� ��%,.� �� �t X���2Fs�r"e�q W� trai� r set�%!�ya�appropri� 2�!a�a� .� Jr�#lya3to buil�a robu� cost-e��� !��I�.n a�"  L �  r !���a�e�vi�Q" 9ar� � two�benefLe5isC**Resi�cy:** ByMdyw$ satellite Y��"�rA+in)Lof!#�al outag i�� �un�%rruptA&�c� aC1�rsA�**�!��.d tX� geographii'diG'but�|t�~A�you� a%R��VM'��AEsa"� (s)uHus��,How It Works#9�*�  m�U[glob�FA/frdAdb/ /- //)%५���E :B� 7��uGqbPrA edI\!�Mk>E�'vY y ed�$%�y�Y�)alspseíTI2+�pe v_ +` "%A}�P)^C�`��g�'s6�`�m��C,upr�!t u��essary ��cer��. ** ~DB Cost�$��in� �*erW !-sts� I�is��d!��"beL @% you � e ���a I)�,Y]��,h�+1lW#!, # ;U�.P�e�P% 2A ����&units�sumed� a7}���edL1? ��e�E�. � refF [5]Priz&=:�u2p )/on-deD /)h(more detail!��Q! ng E�  E�->�!�r��eQ69�)��,�ww�.�- �ik$#'".  ��!�r�'e.y 5%i. Ex Main�@: `my-coffee-shop��api/v1/m�-�v/get- s` - S��ͧin us-w�(2�:b-usw2�g geu g1Ng euw1�g��!�NfV _ND��mu�ork�Y *�� team�*w ^>��~r�y��QT. We v d� {" ��R"_ 'k�ne��permis� �%ng? or! uhe� rossMs s. A�#  )the � SDKA�1�=�/��)-+icu� �don'tJ*��r9c i s.&&r ~} v(�1:� �T� $or Google t ��"�!�  al$p1�Big%>�!7(��&p %�u�2c�)to � ^�!-c. �f!Ff! �g!.g!  �.zB� !wA4� ' &�#�x.} 9�"�4z�!�I� ���q!�q!�q!:q![ �1)I*�on1B,marketplace :�/a�(ole.cloud.gE�.-'4/�5/u(labs-public *s#)V"B�M!�T�T�T�TfT�&I����� ��$ `main.tf`B���"**�"&#~"� ired"� $= ">= 0.13 �Rrs6�disE� =  )#= "E�LabM�)P�}�"R ! #K api_E� var.  4t=Tre �T_,$ion" ".-1 y64!�${�mu_ }- �7}�#^ pa�(_metho!"�" A!oud5Q� # Run���CP��%E4�$� Pder�GCPr!�g(!� � J)7 #� *�_d"�)_cidr5�: 9pm A>.V_zone�$!; /) pleN.&n!Q# I�ion_plan �n/,_limit_in_gb�p"quantU1N%.b B"�!]%� _oss"�%api 3(\0pu!�a�'�_by*= "!1�5-seconmZ;�!� 0000%DmodulesRF= M#2�%�xe[2_base" " : .'_i�$J=�6Fb..@[.id�%#�= �~�aprotocolvW=�2rJ= 1!{!%�$sis�7Z�%,= "snapshot-�2 y-12-hourqZ�I!n*ZBI(= 5M1� V�U��"1 _forB=/rA/._tlZ� /%r1��^= "no&�^�.�-Ii=I�set-siz�' D!ua\8!�}��d&�%= [EY���%�|_�#qt rick� $Ɂ.5eu�`�ZŰ!:= �,gcp�z ject`�!m ��& 4 # R�C4vpc2"��9Sng-��� �  ��� 1J@, **H�i�e.% mpan5`vari�� I:� ����I$(!�= �ng :<+�� 1K*� %��!�iz�Nh� ( mC<:nP  A�w.a N~ yF� 8i� that!f��ix$/#u&� P�db::���T jne�8�B{�b�>�M(Cr(lap� *��&C";',/any'ed� NN:.:�T ��B�� $key. 2�>�A.&=6J7started/�(e-api-keys/:�&� �� � Q���B�eP��B��AAŶxe5�a�Dat��!�be-�B56��b��o�Z�=�ڱM� �prž IDi�a�H+.� liv�>����KE2Ɣ�outputN �MrR� bA5���.&e�1�_id�(j{.!)����.W.�r��z E�� 01:2��� JJz:�E(2 0 `n `, `F� "0 `a�.� `)-Hbev0 M ��b doubh5h�;�H>H��*" .� e~, 512MB���v5s av61G � � �R��T "�0�a���� B�:>/��/^�/��m�!'�%o���/The !%t��$ fo�IC�DE7KVPC's��� M�ɒ!�!�M�E e�I�C!� @4.�0^� 5.<,auth �(B r CSA,i�"!60�"&W.UK~4e way4''� ) 7�m0Vm0%f�&y):��r1Set�0a-1�.[ betw22�1!�)?""L priv�%Q=.A�`A 6 >hd&Fh3.A�a!controlI>F"3�i�\ halyEli"A�-�&r+doe �,9 �A�rH,�* [ha�)�*�ρxtoAk�*q �q 2 3+ ":!�� :���,�, t�%��# ��, n�,  to a"~:�,%+!���+��+Z�+ � �)!nF3 #��G��G��G��G��G��G��G��G��G��G��G��G*�G ��G��G��G��G��G��G��G��G��G��G��G��G��G��G��G��G.�GA.*&B(3GCP�(3�(3O&U  &"�&d0 + GCPr >,se�:{b(3fen1233x8�22~.V3� .E�FL :::d{(r j( currTV"&�l =,� PreE6�fun�a�P�'"Uf&on Rift.� 8 T �P�!L N#"|F�G3iHQ�)-/&� $ �b)��'� j. E*GO� 2�,x  Mth�  B rou{ �.>=99.99%15!;. &|cV�GUs�t�HNVyC� prof�V usesV�. T�/a/K ��=ere: ncl:�&bL)�A�&K`app6�s)� Prov�4 a9�`5�R�ThGput**: �-�B"delr�tto **10,000 QPS**. In general,Y�e-rs�( mal <W�4 �S�B AT"sAA�u�K$ 70%. For;-se�Cive!d"., ?� , we�Amm8@(Att �; t 2x"PXz *'s max9#que�\I�! (QPS�'**�Uage'491�^Ris 5 TB *-^� * w�+c>� keepT7age u&�U�%�be60%k.�s %4yB��?T8eL than 70% �#�# e�>='B� s)s�]nuHei:�I.�*gsol�I &�I�� findEH&�&7#~ 6@ %stry.0 .io/D,s/hashicorp/�)��D/@&suv_�)�g��a'E[J"7E���D&D.��Cw�&a�ff�C��ID=�ID�Ask �-&`�.a� a� &6uc�acoD0 granF}Adm�Ctratora m�/<&o/FQ.�6�look liko`WH�>- �-�Be@< #".iam.g e � `��Uer podX'8 e�M:QbG�gT�a*�d�~��5�spark>e�'ll�6%t�:���5 *� Json��`!�`go�0_ F_--` �V'N`� attr9s"/�*U�q)�m��6�4A��g,N�@))�!68=6K()��@��!��!�!"!�5�.� .� .�gR..�archi��Q��;�8iiea' �F=&_;�6 29"�/ ingle-ten� �<xIM�EBin er�8 &2�guaa�e^9ru�sT[aL\ pipe�@or�b�\�'�C meta� �!�*./=���w�y i�\oe5e��reG>�9a�c�J-ow�L2tP ��@ !raw f9- ��a�9m��--J�\ hos!?y9prietary���{GB)r�ane�9%=���*X s�Z�-@. rodu� N:6R also��! Stream I�6t�#,�Pllo�`2g<to directly push)$&q i�;`=im�:!�lanfisM�� oBwN�MdYor2 �TMh��-��vKi�  w dlean!"�al 1%h�`�%�f= rece a��dupjKE4aDMto de-�9�8seamlessly. And�^u8!�atM�Q� can inU*�ma�]�9 l� ny urgen�&sue� Q1, 24/7%?]\�^�<l7e�!¡T&� (diagram. !I��Q#  "�rE '6pE�c�(unt� r�+�K E � d&/ �8 %�:� �� :� ��� f3Z,Compute PlatGV �9�) ime,�&6�&3"�a S�A�ut"�:r See * &�>�*#age"�N�-s bot�`AGնa�㡖})*�CNB�].�YQ�LB�ff���xP";tY256� step �setupD##�h"� )Q`Buc}P(�/ ]E+&�;�])Q� �j� 5<;I a �.:pb pBt��?E�o � &��:�Ita��G� is up, [$�g[&y?cl:�rag��Q� 7s) in�[kn ��>ed$%H-[DEPLOYMENT_NAME]-���` (e.g.-myA�any�p0�:::�Q e!� �'�4�,a�s�1~;Oo�:�*� wsMR �ci�1��+?1`)"j## 2.} %�i]j.J*�=tQlad #�.� I4� � . [U}:�9�� '*"'.�*1�gcqi)a �iAe "Q�Obk/�" r�� �"Oz_AM�x:� ��be�8 ѶF�.o% "o%1#�Big�y, I%�  "!�� � er" ��##lTE|?es�AbE�6�� �un =�p%�des�8>�! e>s:k%�E�vSU� � <Gg`, c�o"up un2..� �!�$�f��gg6 of!^-�"D2=. A5�|$ .��MY!6se purpo� iaa�.c!�q }Zeda�!km--�q/ 2�>~�!*0yV� F-C 1b��Abov� �(!+�i)�5NBu oes. OB�fBgeYBgetIamPpB1 list��.� AWS�g��[&B Temp ɰG An(u�7] IfI�organk�es*�;RB�nJ� H^s:�you l�ag}B}Q�; ["��:�&os�my��github���ai @-�z) i�0c�XYlyt �4!�se*| �"?WLZstxp be a.�2wFe�X� adap��U t-V!e�e�Rm ETd Ws)Neps�FI)d ' A S3*�).�X�<'m/���3�m21�9�"�Ct S3d �Q"{:}}-2h-�=`>d-�~5�r�u&- ��j�S3q�n�*��Jb�T "�n^Y��3:^H�KS38 L�d/)��-� �html)�5aB�`:!N��1. 'ٜ��'�F�sJ� � -2`) >Ge"�e"_^ "�)�PS3 �>(SSE-S3)3d�Z��!��9�b@`,�Q& �B/" i�T � N?pe�S3 ->n\Ur(* `FO,U�&�I�,��la�JX `{TECTON_ACCOUNT_ARN}` ��O ARN�J�3u6Uq��'er��) P�F� ARN.�9```jso{z8 "�d8": "2012-10-17"e�"Stat� ": [ dD "SidDi�S3B"EfGt"A�>(Principal"::Y "AWS9NN�<}�"Ab�"s3:Get� ", Pu6D�x #]:KRtA�0arn:aws:s3:::^�/*.�2�v: List>�>�>!-��>��2UQ�bp 1.�1�")�$ Ownership"���!f9P }���,o **ACLs Dis��d** ( � i Epd)4@"A� vG �pw_��&� �R�M�he� full �� �) � ��te|Z�"v -{ }�z pe� }c�P� 1( D 50$B�`�Y+-"R8s3. q> s3/ � FY?@L=${AWS_REGION}&tab=p*s�.��$�L (if�al��Zre�;- UP!9_EditBA_�U1 ick+* butt�4- ;X_E*dM* (r� ed)_���]ch�$ByAMe�r eMeEC�_S�^CEs_ �E|2� &� !'��� tz0P�  Nex�M~� ��;&n��E�an IAM [�]�Q]; � �to*E: ���m.. �II�aFC�j�_ '4"�M6�into, �t�tE�**IAM** �1)M�**uiixEB� sideax�1%{**-j1y**�Q1�|stGQ& JSON->2 ${RI�&�-�i�s�X�o�mr �r, `${M.I1#ID Po� !O <>� �%�M/)[n L�; ��,G& %�%�� 3pb/m!Gr/= $s/rift_ca_I�.*��2.-�**A�: TagVU �V !�9�tagA� V�Y �5 � : ��iible::0 -z9:  k�4>�R�(�@ 5. G��a]eas� �oSU!q =>��L��`,`M� �B�:� �`�6�:� �!I��**Rolb!5BG� }�u�{lo]typ�tr[{d�ity**.s**Ano%]�** �tilY�! �� ImD� Sp�`I�'s"3 ID. =V�cac�Rr S t�v!` % .0\IDi n )"op�>L�q"bF/�E 0�f$a random E>dIDu�cho�(a�� �[a UUID�js �z&��s uuid�(tor.net/�>ion1))2A � Kykd�!�G��"� choose --..�e �"� ul�i^allJ5=.gi�*j **�y]1. SeM !�I�� jus&�d3�)  wdc�e box Pnex<�% �� �{2�aaj��� �j(�C>*I�{i��5** field7QMm rP �su�s�i~SY�iu)��,+ )�ia�8A�s@ plaD � Noti�dm� team&�<G\�8!c�4,� ?i�)�A��) o��8!��a"�����*&fZin�wo�ONr%qon:�� :�6��b �+ ���� @ .�.��8�,d/ef��bW�*p� [,`"� ��Q 6_"�:�| #:�"x iv U� 9W�e6e5j�u+CT��l�� �� eg .> 6Yl\Virtual"0 ��I�$.y Decid�^w���g* �[�Z��6P`=aE���parE�!�URLI�i6�c"5o �UIE(`N�&�Zv**�/:j ~�Zbeƈl n 22Ncha}�ers���th nu"ch cloud*�   � e{!to) W.ΈFo���y5R6�(. <DocCard^ />�m� &A �]ce!�)�.Worksp�V <PtV�1�-�vs={[ "Av.� �ond."]}/>�x !i� �* � �"7! subm�]&B{� to3m�AH�$ T�h��oz�%K.�yN2�@>�Zi�#c$Ű6ruLa he j_a��u��be��]| diffep3.HrC}r�SN�0d�go�lainse�.as] �Dm|usa�p0�11�wQ "F"W(A"�nY - Aՠ�e&� -�_-�F� assignB �!��Jre%� !ASa=gon[ a��!� faul���=["�kC.� �01��E<��he"��S.I.=D�ed a}�$�OdD�`�04by CLI or HTTPA��"<u 1: !("#� (` >= 1.1.6)]a� n�!�9)   5G��it�!}4byA��Xshell & 9��"XH�`-5��> <YOUR-WORKSPACE> --id <DEFAULT-DATABRICKS-SERVICE-PRINCIPAL-ID/�Q �� O�%b�an exis�fr p" L!�mmn�~��r� �� �in�AW 9�9�Q|�2�ect}IF#he��B�(Live) �&��: *�� <OTHER��6�re ����"�2�� N0�B� {����40�Nx � ��9�m�r� %*Y�F�0of"�"�fM !9=' ���i�n2_68:�2:�� Fir�krae� m:z&q:=�8curl -H "Author-!:͟-�I� API-KEY>""5 , -CLUSTER>&� QP v1/m�.��/5 s C��I�Then,,%returb.;�I!^`� ute_mFi2S��e f �� mfzer� entA8. �$�r_���q� .*�-�U�*,p"�8(i� ) �]FF�F�X PUT�yny\ AContent-�:B�9/�" %�)\ -d '6"capa�;ies": {]�"�s� ":��"�)�s _sub/o0s.d /T[3"F":� m 2�OB��"6�":"�B# � ���AN��ALLOWED��:� ] }'i^:::�2f�>r�iA�� M�u�'}0� - W|.,emp��8� 7 > �'!oO��-8�N�&vs' ��3� ed._-��1m�"�$�o$���ha�p�P a"�/7#`6 6��5��%!O, :wise atN<2o� � V �)R {&� � failre*� ' [FI *�odҔ��.E+ en/a�9�sƒs/ {&q b+ d% <. Addvw�s,�=iF� 2eb��-�� A=��&�?&Gr�U�� � s�VQc-s?�$o� �:�PB�E� � Ÿzw E� } (I �-�C�0tabqt�Web UI)VX��YG9[F�A�Y"��x(if setF. � � ��a2�j!�UA��icuF��a@<~.� b-F(raL�>am5Ùj),�3%h6�za.�!�BT1 fig (DJCC. ��J_d`run_as`��. .l J�2.1���Y�F9� !h!�m �Mk&A�_(/�*�9�' [�-atv$�Y5\/X _21/). �t&�X��6��m�:8&�ryB� #.��rp�s` � a `&�D_JOBS_API_VERSION`�perty)��-ng� `2.1` s�� know���:�(���2.0��K[C#sra@B�A,� |4 q�m̈F1|.&.fA]!��"fig���A�2I= [�  E!=v"I��&!Wc*� 0`&<9`-R"�"taskN[ _ !hW �_:C>�%new�e��2"��!erz2� 6"�>$iz11.3.x-�x 2.12:t"�C_� _(m5.v�JaF�&w>�...-. ��Df%#t}.7J� ],OYf^~IE� =Y�B(A=.dumps��) �mh={"YB`!O2.1Q �T~my_m��~R~ # myu�logic� pass� ��eWD2 Uҗ�=re a couzway&�:"A �2i��4/*; ��Vt�.�E�9 �&�A��s �.no &9 Fe�:o� D��a-� &� �X? ).�Z��eAu39�thj "j ȁ��� �k"g�&W�F.ified^nop#�to��� R\&%�sl U�;��:Zs-]A��2]us� �'s)�s�� (se'�#Z c1�� -api-2-1-g  � �!�Bs�x�!Iminimu2� p��tAAXvariou�HJ��5�Pm�&P 6U@'O) E-��A 96*sR(j%{)R � 5\\J�4Alno lon�-B�.$�)m�.� �Az � �&�uduy.!?�3 es* F�5 Zh&�.�*�1"k%\f%U�|ARp"r4Eu�y"~ �z4 a� t" @Jw"93�s�(�a ��# Step��Kll�� CLI�4rat#*de so, B B9 o�:ߠl machin"<u2: Lo�n& xRnce Use�=��n` * [�0� 5e��3:!cF6`s�).Todevelop�5V'd� ��`j bash $e 2 hm2�~.m6)Rf,�x%�`--0` flag�} > �O@b Dd^d�".� ". Switch��>&Yo�now�ma�,�A5.Y� s isx��ir�!te, so LOu� �!"Q*�ot #ny&st1�O�1���. �:::cau� Applji�ke�q#v*��p~{�:al��7R;are/� fill�gP�D!W� s��n�w�,Rv�|v��m!\���!�E9\, `�B`�*�h&� , un�B a0(9��/leR:.���(���?] �2n�}HEI�d,ryr;b9I=��C�� �W/���CL0�O�'�@(��mK>a%��~a�V a&�'�&������ʑ� @�!U�$ a=. ���s, theyA�� ��NAx�A,��4�x��!<QH��%�Oan!���%�!� !\z�V-i_T<u1��c�;PeF�ǡ}��Bs drF*!_`.c�d���. oF�,6:_2<� N���Q4� `<>U6�^� 9.�_2�[E���� S�;�%P�z#fa�{#E4EMR�#=1article�wJ/"L �H% a��3�QAQAr�'�0*! e�I���by �?��s�# �$R�@�rol� o�useful��a v-" hategy��� �?� "�I�J"�Snd!��5V �2�$�i�& ne< nV �8e� thre��D�GchX�Fs� 7c!I":�"�>��in!j: -T�o(��d�Fit@��� K. A`>%�� Z%`��C'mQ$ MR� [ [A2u:�:�;IAM�;� G�� /id_as_use_sb��-ec2_�-os�A�m�)du�o�(%rea_2�Ic5s�.S_� -_' :�(�1Us���)E��AaZDU:�'�%hk/icF�;�z,�m<>4x!*�.jc 2�>�e9:��(�B<4 �� �,~K�l"����S)y�� /iA�AP:��a0!b��"��!-+��*�+{/ jF� ARNs�PilaV�E `�:iam::'w:1 Q�/ -b-E�3 �EMRB��!�.{ `^K2�UL� &L69=)� e�PE1{8 � %�-��a�� 3�x#� �- >"����I�� >"ss.� a -4ny$ �[b�h���. LsCƫ�$=  �T'TsΥno�:aa:Q��i@o./y6"_�-+�a15��"�&.��*QQA���a @3at�_� �9g� n? :�;%��2m��}x��. B �st#PtreX{  (,$�*�`�L$RD$[U8job%Q� e�!2[� rts,a�>��I@��+M�P-�����P.�ll6in&9�peЮ�iNVt e�3 ��b� �>~!&�"� �;i�! & 1 scen�m+ (� H���(s A, B, & C �7A', B''��.:&� +1h[ correspon� `.� �ly�� J6�A� X, YsZ!�� A!�safW!6�ny�2. T(# B& ��byy$s X &\�A�Z6C6� ��B; Y�I�!*V'u�%ke/���b�m-| X:2R2Y6, C6 Z  A' g� �b6�. 6z6�BGMu|a+i� :�)�e!�Av`��2� ` or `EMRJKrface�=JB�1�6� is%�B��i����`�F�]�*�j ��di�4�rr0�I�ge]U)r���sig+<E6 �?�,`�_} _arn*x��`*>� _&� �@#]� f^aO�R6�a�� toK`JobFlowkpo�fn �J��fyv9AiZ��Uf-19��=�!%�M�F�!�� EPa(Y�qW.8U�e�� ��5@a W&�W!%@~�I�":��) M�I���lif].�z-l!3��Ue��3�.�IPr|�m07c@U�R�!#Ns ��In& A>%�O2B�!"e�@$Bkey cre3al�O|)�9�Vw AboufX`�C;� SB�� "|S %� is��c��V c/��  ro�d%tq:���M]| O�.�d �a�` 2(-key` schem0 n�"�, KXez�� e es� ## �)��2 <!--s~0ttier-ignore-�8-->:�5L5R0end. [.�g�L�EFs assoc�����5 j��Ur_-8sE)�9short1va kens���Na��.(!� &���)e9w 9�"c6��<Ql0Styp<��ab�& y�  v APIs� q��$s�8i�A�I/rRg���Meets�#ct "�ZA`�� �rt�U~E��wv8=����fenhF I5���pa(t�-�U��dL A RiZ�ke$pi�aaf�u1 t��5.b-�:��[G�:�)Q5^q� �Ran�Key�E6u�I (but  �X�$��1�y+eHe5\W5A -� ��:��+��NU Fd viai�>� o�l�% x�]�CLI*c�O�EC�� x --oA, -n "<:$-�>"|�" �}5resem�Cm1�SA,is��S1� �@��%{e � t�Aagj� �� 6`: <SAVE THIS SECRET VALUEE1&|P, z��w>mBPI��orQM�v$"ire immed��lyM�%� ion,=<p� Q>�"�2it �SB)A_Deb��l,�ct !b �L>�s;[:NA>b�Id�F2 WF�nbleVE���>�orYt�*�A Oɦ:kI % or (#I)���:,e C�any��� ,�ud�" �-ia��z�� :b��{ s d1 ��U ! all i>V�ko#eX��&DW:}j�"X���!ovidN allef�&\ do sos�!�`pag;�L{!u hePf����{��.��@Y�:�� �T5�]'�.sa�t�Z���u5romy 2eic�,"��:� a�Key�"&d �.�&;M����c��IM�\�5 UA�`�w [ ��~:6X POS�y42&W,F�5>��$s/<FEATURE"z*]>��-Is�x4 "w4� �)a"5pS��(<:2;�)" zM.R�4�estD5xtMap*x "amER101 #jS�th)� ; bodH�e��3�x��1�)�e� m��*� A�N� �$&� ��s X5;cThey �4;�x"!�a�H��AwaM12iAe� I�(R7vz �5(&���:i PE�-�;�,N a��q�dț w![`e�!��g] opI �#:VLH� �ai�p �&D�<.��jeNq�|2 :n?/7LK%�.�e�MC9�er�!W``Xe�h��I�f�9�2/��9%= q��7"s!+=9=&B_0-=�_*7 &  id=$SA_ID)4�/ r�� �� H�% Basic��" ��ead"\r[r�#D st�0!�"Q �,��theo)��.�xbov���t�t5t"!�F�;)$(echo� )�:-�$ | base64)-�E�0� pons�``���"E"%� ":"Bearer��"��$s_in":3600�"���>9� -� -T���1Ib":"Yd,��NA\lyav�w�lifetim�=R i�Cir!�We 9�^�!�)�� � ��*�  few 2 _�p�F]�. 2�&I�tw�uS� minue��a issu{B ��;Qж�c�2:3.v v^/d"� on)& :��N�)H � � �]#���6�S,� ���a�m!m1��.���� a `I@`6�����΂ � <DACCESU�������B�See� dA�1���)m "*_L� ��-J E�� "�fG�<n A Javae�Pa�� s4cur�G �� h �mD*" A�6]� !< W R��K͟vop�5a�Qng �͡" VwS��kR�(�a@� ,2e, u���� ��� 6{��r]� ��]� >��2"���O!�>Wno%�uxn 2>�t��. A � �6g ��is � y �&)��+ %9~%���o,É<�M�,*� :�[  Best P��%�%����&�tm6�7A�r*��!t"kofO6�yI��r>{Al-Q`�s �)toV�&me�c J�Pqr%��qr�M�N%P�iw=��3P'chedu�K{o'�bO-FRi�%-a16)�/`�[1n!0�m�!0re a%s"�� ��' y�Q���spa=>##&NP��'�3P4$<a href="/� �3#tag/�-p- "� -noBr��LinkC-S>AS S &X </a>!�L �TrW� shoo��nmmon Is"p ZI � dA�Failure 5z"���Piv�L"i& -��i�<q�o  ID%"I �"j cWg{6/ ( ��XN[-/!��.,%�"v ��:�!�Ifm�% , ve6��I`h�Q d.�*c/�:j�3 �.=-f�F]>,h�) ^G��A�:�'�!"fA �q�.�.5f�$su�i!gt��&, s}%i>�. ��e�LP-b~ANa /�|*k� �A$ >���&uRMc�9 ZApt � �l�.� ��!e O�o�pE�,pe2�-��@23Q� EMR &�$s, leR&&{gIj��S3 #is5R expl.(P%� a �Rb�|�!�L "% @->�icYM�L##:�Paths Q�@�O!�CG �a_o k��.SG�TU�sN�x�Nov�[7, 2022,U�}n�JatA�b�� ten &2r "�{6��s�"�Gi�sa_�$ d by*wP�)ٶ!#�A�per*�. _U� &� =h��~&m� ?!�F!�WY� .&1���}��&�F0V �mod��e �y U0�� �(���%�R�A a�u2Mż�gS3|�yG${� _"�K�r}�N�e�fh@"�f*3 �QZf�f.}e 3�+s*�f �:�^}/M�-e� /ws/ )>��H�E�ri� S2a&�Qove#� 2�v�6g%s"!���s;� &{Tmt��al�ucz| & �i��Kv7toj� pathI�`a�a�-�@�&6�? ... �sK=Parque� fig(�},y_1(='-|@CUSTOMIZED_SUBDIRCjRY}'),_&3@v(��_'24@�-��9� E�ex�^��%2R�Fn'cW2f; 2��$summary()`}ho�"K�X�0�PM"�=eUJ L,�� ite�y## Mi�Y�d"e,W�$� ��!{s�%r��w��$": Fj�y.c adopr08Y�y:Y���J.: s, p[�" ach ;$&| S�to init�%%�}.:� re m5�bBe4yhia��6�real �_�wI|w�3m5b%�A3�9xv3�& �x�&!� <on��0P�o8�0e�!n2)���dVb�seRJr` V=False*�(��n�-:V).O �- ��(?8�!��5�2��2Re-Q}B�Aږ��a��Truq�R�---- a-bar_ps_^3 �F:h7"} re d6�4;6OktaAppA^bingToApp@ './as(�/(_ap;�"/�_to.png'; !G*AppSCIMCQ^A$�NO'�E}_ionVKIsbEM%s >ZD� Sync9ri� Grou�{� %�Id�ty�(�* �"�� �e System%�C޶-do�~I8$�/ ([H&06X�ecl�z�/))F4�+dar(!��쁊G��5p o� eV��*2s�x� 7�bm) A\�8% -�B.޿*'iG's%#�,�e�9 onboar���S" ��-�%�r�E�\ � R(*H(nQ: "L�Zn� u ��r.4 "6�]`!E��cy�.|s." ]}��(e '*AK �1=S��  Z��-��%RA�=I�= 2�loud-]d2� !uMs easie�5U�s 2.0. �NA$ REST�:API P+*aE��=o�iUe&CIE � pe%na \E (typ���$}/�s der)A�^��/�7/de2o7x6� ^Ber .^\ --z!8�"��).U� *Hke9�Az��Entry�built-in1M)al�! �%���" �s����!�s & ge�%osg�0*�s�'irf!��0%j�iSRccE� zC �$A� ^�CIM��INM��� "�  !H A.��G�ic�W >�1JsU�b@;s -��Y�:�&.���0$�$��s x��aLAsak "�T��$�$.CI9Msi!a��KalU_.jm_;%�oJ ���sh)"�+=E ��E=/orq��8 ::: �� �� ��%�edi�45�t %Q,-P'-R*2*R[exp�e� two .Ps: a `�,`��"��fiel�r�,sa�l�w�5�V%r�� ��-52!.�� o,vis��=2S3/`;"`e� be `�'<2or nu�� [wA��L� " ��w oll_`t  p�Py��q�b( id (i.e. `�(��!�o 77umer`�`aQ�k` & `!�er`w�J�s�5� ��(a�`(_& B�P>AzA�aP%d `dev`9iqHO.��!2N��?S9#sz��_�_<2 name:� �  I>%���s 6Vmy !-E|n e.gm@:F"E � U_�ueI2A�V�:E�uPre�sit`)���,V )x����: ��Ca�?� !�n o���ie����,�i "h��?#?� <�8so� �A�"~��! ��ric� &w�:Rn9�� ��I�P^bl�4�W IPeE!� 6T�%IdP ([ �& æ4.okta.com/en-u��^/topic�Y1/ip-ad~�-f�5�� htm)-0J"j   pb�� �d�C 6b�j.:����W3�f���1$)(I2I�"r�2+�@N an SAML�� b E� �r��*��|*1 mI �s, etc. ��in�IUI,E� �*oA�� *� &V�" �$E!-pE�NOTQ��"ES:� (%��;M�s�r%� vi��!$H@.? s) -g�'�3ݽ,, idpMappingQ+�::�l.�s.%0GD P � 7:�!� %D�:X�@ong)! M� ship�&Ra�% KnowledgeB'��Gy(-y+a9/s/�G/aC-��.]-!�-it"Q�c� "�:-<�%] <m) 8?language=en_USa\ 2@AbisE�?"w]�to�I4�;��R� ���� �f�"� :m��B2(�w[!; ’s��X99�Oer9;�S</concepts/scim/)Egto�4'l#�� [T� �af2�� Nʑr*�gq5@app.��!��oieV�.\ /lcmF�-�h��" ���!�,%.�z ��-2��)���e. � hand�=**A�3g� �E&:�6��i � �Mvileg7w�;�#Ib����"n3�ٍ e6a� �/n wWN�5Av^CXocs�1�!�>oK 6WH^�.� V�o�$!9!NE� � dash�** a�er b3J3�3� �P�"6"��N%�a BJf I) A3.��%�ń 9_\*Sq��naG`u1{ r]�N| x9�nhh � [ too. Ope�1J� �.����%� “=) s”e�n*��A“eal"tabe �O�_�b�&1J�=!��!I� �-K���JKL!�WIc^�R� apps@_��(_wizard_sam��)t�.�“��.�!.�A����O���-�P��,aF>L!%, �<%!� I ��� ��&e"Do� "�Appuicon"Qx'Shidi�!�,..��Y � �9��!  � �C� o� (a��)!x�N:�# 5.(|�ck!� Edit!�IBX"�box wL“**2�!`l.**”M�- �C Y75�'PxwR�c�$top�54the application �window called “Provisioning” appear. 0�<img loading="lazy" alt="App Settings" src={OktaApp�} width="60%"/> 5. Navigate to the .}� tab, where you should be presented with a �0section entit � SCIM Conn ”. NooLhat this corresponds ��$“IntegraU! tab 50e left hand n �x(menu. Click> Edit7&**fillXin�se op6s**:  - **�c �<or base URL**: T�9\your Tecton instance’sK$ hostname%�nd1)!b�URL path `/api/scim/v2` , for example GL`https://mycompany.tt.ai2>M� Unique id!�$fier field^ user� ` Name`�uppor!�p]� a%�60You can selec!�$e relevant1O ��below as desired. Most customers may want!�leave!�Im� New U�!� Q8Profile Updates!�Hunchecked, but some2Wi N-�Groups.Ole!�consult [E�<Okta docs page](1��help.okta.com/en-us/content/topics/apps/apps_app_inU�_wizard_!�.htm) r!�(more informE� o:�-� - NOTE:%�!@F�A`error!N$Bad Requese(when attemp�% � !�S!�<ey� ifI-�)B!za�){.ii!�R%B �duea\�`SELECTIVE_APP_IMPORT_PLATFORM` feature flag no1� enablACContacti|e<account executivm 0 it. I%K� meantime,C.�all of�� except 2� toL!� inue-�az Authauc)� Mode�:Si.@“HTTP Header”yz / Tokeni�?Enter�API key�2ing!_aM� �service5w��8dmin privilegesIgis ;��.A_r%_ OIdP will��rN� heDt�in ord�17manage��a� gm�kb�:�" 2�CIMY���7��6. �**TestAI�or figu�e**A��0��seeE gree)aE�marks.q:a�6ionUA�#is pointEt ’ll nowW threՈ!.a'��� bar!nthQ���%�E�0always return )B�s above by%l c�)EAh�}6n�N4 item. 7. Un%�h:#TabA�To App!?, `��z~:��6?5DEe�%�:�\Sync Password, i.e.: Cre��>,�-w0 Attributes,%�De��v4*@��I� f�63 % 6�.!ToAppU�� ### CoI�!����Lrole assignments To2F'�/ormJ'B2, w�commenda�E�f8 as follows: 1�3~,a�Ay�z!�oE�add�I-I�Ie!�l�� A_ �eza��!��9X �Ybe oneT SGapV%A��� type6 ��workspac!�!; each!'P(secret scop��1. GoA�Dire ry >:�, find &M��� ct>� F �(search{2.��icE�dm�i%> B)Q�D "AddY�" to:�)kIj wish�be �S I\ 2. F!�!��XType (a[r min"M),�V�I<ANproperti�[!k\h.��Zskit: !- Data%�: `stA�`��Display K : `.�& Vari� 'M _A 'External'a\ s.^['=='.6'].valub>EhF �rn:ietf:params:scim:schemas:core:2.0:���Descrip�+: `-�Z�Enum: Cm %obox%Ga�!]9�� members1c8 >H!� `, V�: ``5�K! : Persona@ 3I%%< acrossB~ser� la���� ll W�=oBll_�,)~ 28�"�"R�grap over:q.��/R/Owner]/o-�J_�*1editorj2C� m2e� fhOperaYYʁ�f6 View2jv  2-r�4.�specific�H single�rɚ6�,�� a�"yw� 6��S�< (replacqE`<U�_�>`L actu��� -)�"��ue Fx(e.g. #prod`)��>��_bM#>Mz�9>\u� �-� >B{6�2���6�nBk9�B�>;�/.��.�.�.�.�.~.5j.* �*6 �-:- c_s� z+ +$ �.S �Sn >|�/y~2,4snowflake_test.�>D � �_zc2,fc2�:B2F6r�%��vC6�C.�.� �hnh.�>2�i6�6<.��vRvMZ.u.�_yn� Writf@w 5�->S R�*�2r  ?jc 2. [O al]�� exs�� � �d upon ,*Lq like hips or�r�&�q���Mappin�bu 0 ��n�ZI$"Okta!d�\<.�I \>"��*6\, `6 &5>w`, � etc,=p��,F� n=�.B `�a�,` column. Se� t[/EUH, Language Ov0ew&�develK &�(/reference/-Y�-l M/B�sugges�s/� s. B re�J ge� sta�&� Set:�/62 to hb� - &ns`i0I�7M2f!z�� `isMjOfN(" & a ") ?"9: null� �2U�� `ML OpsN R�� �E�6%�$, otherwis9)o!m  !es*UV� � �7" : "s "` 32�!�eindivid� � &� by GjA�/%{ A""A!�}L�1. Open$r SAML 2.0-�..!e+u� “A&��an�[}Iu-�,tab�C�'  icon nex����5lind4&(��F!9� � R!*)M�=.L�Inew M fromdrop-dow�E�`Not �eedQtto remSE:��4.�O��H. 4. Verify: Ensur��)L%Ee �9�2�iq��eiI�]�"du<d.1�!&5d"�m�[|�.�. �P21nd�ing Im��AJ= )Ft&� top��]���Ay < Now��]a�AceX�ipWs)�R� into ei+y�4n’t al�[ been t!�If<’ve1��e�a) , it � also @ anR�S��s that w; d�>�!.)u}�!zH2� I`= \ as n�lA .swprobabl ���up3b�!is�� �6H)��mak� ,y changes ne�gary h��eeded � Push-6�T�U=!G:$s�si)E� �vi$. W�J�%/puEE5-�a�I �w �&), inclu�B�hip.� . If oI5MZ-�ed permi& a� Pinsideoanyc oS*e rece2 AQB s’._�ji��{ Py�!;E�IYed�ually��via�b f 9�&��0� is)fq �" ��mF%" [=�&� ��"� - �-�(/usgp-about -!��"��its��U-������%��is��i���� ����� ���� A�weA�a�ma-_�&9Xo��E�RI} ��!ei�m/��f��  doa�o^"ist M,!�“Linkd.?it 8!/ �Awc"�&���6��M  "�!Rn  y'se�J"%bA+4und <a href="/�$ -api#tag/��-S� 0ce" data-noBr�!�e>!g4</a> ## Limit�"s ? define�DM 4al PATCH metho��resourceA�at-5)�#i�&�. S�%�&ty�[vid&3Az Entry ID)�� l��eada� PUT AF��a�(rs/%e���refaBth�'�CliQ� !�be E to s[ R)�HFAQ **How do SSO & G(differ?** !�_tackle ent�blems (w�is�� lap)7us�2go �( -in-. SY0Sign-on (SSO)& usE� a&w$C s, delega�� &)"� .X �)�'s Id�$ty� der. �is t!pQA�-��i2�)|�$ ah @ �!Շ/de._ �anN�Wh(SSO s�(s just!6�%2UF- a� ��2�$ on first �� -in, � �a�>�h�b n earlier,+� bs �>=r-R��6�N �u=."�#� �aIE?Ac96 trol)"� n� �!organizi�%!�!� e-grai��gA�n�*  whoowaۥ�odify�F�' Plat�()a ��'�w. �E'���d���AaZ �$principalsN* !V y to�io �a/�per�A�"� w1. ::::�m>Q- �to�� meta��online�s�* �^-to off$4� l�g � �}-�P� In ,P2Ae����y)��$!.c ble!5-. A=1 Ee, �0!j)������"I�Awhq%Ore��na`d�EME �!2�'s��{Alog�u� thAvir�a���alE,ao-A4Web UI or CLI.�g �<be!C%.�-ap{ri& G �.I� in o�( 0 0%)X!is��b"-0:Z-;:VF machAg ��� y1/, suchA a ta�aL pipeE}or!�ML�"� O(m��(0a�As6n 2 u5�keyM�iL ?�se�.�.P��K OAuth. t/ �A�0in Public Pre�y/#>�!P�:�s s���pro�9of�s� >�,s �-j."�. B� �W!D @x��- s9L[> s,3ist� ))�d ke��"&1; l����Aka ��� . W�-�!� �1�!]addia>2,SXy/  inheri�xy�� & �� N said>Q.s ��r"�$!�multipl� � vaKunA-of �$those � �ed� � R`automate)I� �ь%?4+I�B ",%s.rli�3�%���%�s!�| �,����s� in� E�F�duL'!- S*A O.E� Summn9Knd�c��#&Y%-Im�z ��&�&e�b!��$�pw�g- : Cani��ɩ1�C;�<j� :V]wA%cY)or�aI -�o �*�m�elf� "� '��. Alse�es`e�'i�C�$'s�1Q)�\;[Y@FHO% H� 3terial� job ��Q i O�`�  ��E=# I�46#�,A%� ��a��Vk�F!�>)�Ae add/���,)�/revok*�%.��&&G A�E%� v4i##�RegulaIv By!ault, .O�2k%�is �s basic., �!&p� �m� wqY�Bn)�# All-&�%e� AnyahG2,� t/�A.��oall&B s,�a%�, a� >n . Do�"soCow�?3  or>-V� ��'u*ow+ �B� �*�!y? ��::assum�atJ�s�1ewI-�R$after. On��R%4� ` all-5\ X� %$J�%��� �es.� >6 !�6� l!�� ess- `� 0 and,!f)**P&L**�**A�-s & �**���f�clu� 's\ , loca��at "�8<.3�E:: fix>&�8�8�,��{�ai!� sube�5�0 rol(AEatI avail� !�!B�b}  �wo�"� � detailmE� >��>!�A��to�-�6� eR� T�!�bc}4u/lk0>���u�s �3194  -F . AA��9a�:] 1 5 l of�E��at�� �& Y��h� a�s+�� hasB��mA�- Ō|:� sA�B �ir:tH�%e�!�!.���a��.z%�.�&�tasks�he stem �iedaF! seco�3�! | Task�"�| �to2���=��| | -� �.���|3��B�>|*97 U?c}7�nddIu**.>G��!�R� �")�.�|",4e����� � 8A�**� **� �%right_� **None**�51'Ch�`��M� � ’sӉ�.:��wXB5�A ��!2L�1�Ž��A?B_ ALZ:�|�**>D**I��<�`:)^Z����U�>}J�9�>-����6��U�:�sR�f�����6�| � " Vj .] �Us�ibl� lyA[�N*"&� �, Vf��x ny&� .aI�� ��� ��N� e�r�<>�.�; �Z� B�**R� @� �C�� Jc �� ^� �����!: 6� %�f� k z� @C . !B�"� BE_ �A �� ��� ���u��� �� �� ���: �� ҏ ��r�ah!�6u |�cC Invitt��N�.!B՛��ِ ��. | IN Ae�:� 6'Delet�*���Unlock-EjT| O �A��#x�Z�Ř< ..�p%!����x�** �f!�|�-#>#�I�I~I!Z�=�=>=��$B >��� ��� [ ,S�m!�^!**WCQ�!t}!:G~%**IsOnc�CdYeyII�Q� 1|Mv"���v>�����V!���>�5�5�V%M�B~y�Y�2� UA��Ia��M�ke3*yaEM2B>��vAᒡ�� :� Z!j�a�'�Hm�`��aj~�P���] :�L-s%^l���+rX!��f��F ��ӭoT��Q"�%� &r�:!�0*��F�.�FnF�&�F}A **�I0!)u2A0) %3$xE2.��.�LA/4��un-��� � �����A]��V�Z�����%-ShbSll&�s2�'SI� to�ong�&A�k��32}�6�D� .. B(seZ�cNK �z*P  *� show"�� ��NA\� .)�"��b>���0�/!/MPj8p&� ��&�� es�!J!/��=2%�51IA�797�1F1M�YF18A���6�j1�) typ�e6e�1b1�s�*600o�. )N�_� *] d�WB� �.�0:� &�M!`*CLI{vCLI�("��)K2um� l�o�.% |]!�*�4��)An�9�!J�&�/�qe,""xj va� vus� `�Y:1-MB` �!. Run^& --�5`� � o �,todK ��H! �R�To�,-��1 a% ��"DR �ɐ"�"�"6�6%N��6�J�&3)*i�-� �Pconveni�@&,m ruD�whoami`Ef-�!LinQ  1���be!K�/*�3)��.��I�A�,v T3U�r H;UR!��m�Q��4"� d), 2%3(JIT)i-[D�occurs;�% 3�*� ser �*Z=to�/�%M�!I�dEM�m-3aH)`�<s &a|�$s�":8 XZ< had"�XRK5csl]email, �in�$�� P�* ed*h. E0T�Q ; LthV"B��/'s-2aE last�reIXn �;If1Q(vdi>Yjd�ll st�^��)�� thoug1aAVeA�&ot/&%'2igo+a���-7da��!�byZ��$�^�ly�K%�U&��5[.Y qM"�3" 5!�uk0�9"�Aor +nID>'n$%(OIDC).--,m�v�?�6a�#YEKQVx7B�+[mmon/�_ dardF�!Wat&�8_@�&�%?�G�&up�W-��6�Yi�+s' (sp-)� -�N1idJ2Ju�:eF -K^ &�0ponsee �5)�SHA-256a�](algorithm -�dVon!�m)&�)(HTTP-POST bDnn redi�W r�^ Max c� skew�&2 min�Y - (2( >)�� �encryp�!�A�!�$e web browa6�g(f�`s�B�j�X e�corpor[0net5 �3� asiO�a0*-Q��=Cd 1�M�.(ZaU� �/a�&*:�?2vy� �7-�{ .<2'J:%��io�YAoe�aetA��9� iA� 1. R_ougs��",6a�_orq 1�Ap2�;?gB��m�;aI@��*,�77ich% �#�=to-7;,�-��)u�RAMLu��W.�OAH �C"<.�,i�Y"AefG:DAsQ�Co:5U�de"<URLk.!,%"OE�eM=<Baka Aud URI�%De�. RelaySta��di"}2alquery �Xe�6A��?�^,a�t+Fm�!5A� af4!�(]F� IdPs5�I`� bFN�6ca�fv\e�Use<:ERq@1�QvuF� [a+��of -inQjs6gDbym*.�M�a���:��5�mX1���B���C!Mg&�]�4.Afig?&Ex 4ru's JID!kb�%!h's ��ZEIc claim `8 �L� I � �!�*�`�s&jVse�s� und�  , leea us kG�� ��? ��-Hf%Sg6Ae��� �g�9*4 s. 3i6 ]Vi6�;X%�B= (2h-�� UT �e�G!yex�G a xml �]���*�I�P�f-�WLA�IssuerA�i�@ �B6. Aka@�IDu��aV�!�W-� a/ai :# *f�� toco�[ end�bd13EsI~An7messag!�EJI��DNnE��_]auA`d!`�da.A�!~ o�@cH� (oft�8 � =)p!]Ca.�/!bpP:�IA�� �,��' �u{s�x IdP.�JS�@]%F firm�Dn%�i�cady�).,�ng a "�AE@ SSO"u�P� 5=in3 �9�(��A�1SSO��j�DQ�A z�0 (!w�&� !�� matc]Ef&�HN �D�t)�Bgn��of"�K:���rm�Oi�+�a�gpec, �l iXe �vN >Zo<g;igi�D �-edlcr"=>.q�lb-Å�ie�"Da prev�CpK6]6ZTh&K =�.�ɡ/p�d:h ��*)Ba/�6Bls9�loA4�jS # E�]J�I$�CUs�� stru>��Uf� !� �1&��H!��JF;.c!�i!��l, we'lW2x*O19K�,Las����h�����8:"L� N� �7 &�4%/&�4|/sso/saml2/0one7ge6CRv35dSea357`�M.j .L www.<SDl E"E�I�r/spn�U0mskcjfpmsqncs VV� r5 %3A%2F%2F�)�%2Fapp BV8 aɮA6d$S- H -sp.��n�5e� x.509N@�?EM!�ma�6�Q�3df= �i�Z.? i�V!6�QF�O)ENk&A�" 5*Os >6�j�a " y4 *�h"1�"�2.0 G Nex�P2.q �.��Gth!#!� T[Q�-!d]" �H �`M�1q�]`)�:v3. � B- ISq�m  U!>��P�d� a}�lfo�2�ing%�-�H��-ona, (4se "he RecipZI &�dt��+�o"G\I�:/�c=-2� (SP& Vj�p- F�: ˆ�B-�WA�!5�Adv"9d!L� -aSig�*�,�E0�QTQr6>�{a� i�(M�F�R'���W- e�S�e"nps�c�f�)%dM�"�! \�"5*�fm"q! s (c7rizep Q C AU�\ HTis�0i��~��r�/� ]-e�: 2� � amat: `U�Hsd*�[�d.&. �Q&= �P4FO� `�L 1 I- *S\?!L�!>�o� %#\in�?� M�QrF2 '-v(se9� j !� �H>� � M* =�0l>>C�l�6: Filt�Io2sm>^<%EV��^>Q��VblRK @z� � : `MQ s2@ex`�k `.*%�"EW�|e��5Fin�k��Z��� �t��.' �G!�<peo}E&5 hat> &<l!a.�qCap�n���;*K*BBacm>�%- _ 1:���'s# On"_) >KZ�5 �2.0, cop� %8o�YJMURL, �Xloa�?&������ i .�2�ex�P[T M���!p��s!��9 .� P����8`ndw�r�q.�� ># CMihAoft*�Qa ID (fVz�AD)� �F MRa 6a ��F|Aai��_ �_ �_ �_ �_ �_ �_ �_ 2_ 6R�o1a"�q"�- pris�{�s"�>�\ on "�z*Q ��r��u E��&��"`bu���M *M ". "�0 y�H.t= don'���r e g�~ry�n- ). _ �f.g2F1p"� ~� age,�8N#�S�J} !�C���F��2. �vB\G� ���PEdi��� �0}("�*, "� �B Jply��(v�N��� �t  (�] al): ؞� �Y�_[31n"� �C_ZkC`4a<�~%)��)�eIDQ]h�?aSZXzv�� "`k�>�E%}O"�.o ��#�T;&� �&stvaBw���aE�-c addr� -> Z- givena"l !su�; 1��`...` �'`Q`&�`;5*Er�- �- �- )�w A��"�V��!��Qoup�-:  � U��� s, C.�EV" B �a� !��o"JE�42e��E�.(A�� g>�Qd-����V��'\4kvQ7�ire�*D� Be�"UpU %"!��_�n �J )�"M�t_a!rq��� in `�DLNOk%kq)�# )17�?!:d ��� .aM�X �*� url: � ��p &�/a�$2�3.� ����!,A �n��� �� u��� 3.J� �Q{ Fede�&� XML�-Dow�  MCi��� B�mX#}!K"BV"� ,�"}v$ (Base64)"I� �� �linQ�2�} lO#[=��p]t�.L�A�&�h *� N "�m!�aAqgf5>c"d#2�s everyi�5$��A�q� by%\� B.!$2. Ei�a'em�e�F,)&En� IdPQCO�}^� IdP's� (s Dashboard� Da�myapps.m�.com/)M��~���t�]>�=�S��  �8:�!Lb�S��?�P 2�_�� �*s�2UbyL,�8.� q_cF� vVa-�p�)lB3�`� �/�"d�-+ {.C/�,-���-< ..�eYj=��~A�Ef��� ��Oi;.�t"^U a��&V v�%AM�"@ ) "�1s�E!�u�$�p)� �҈TypZX� is��%!� thro,Z��cs!�e"F�(I[cO����r'��[Dd ��sB&���fal/ ��f5#-S.hL�/gat2)�=�YY!�-C(�.Eq��Qb'!��,%:�,))�'��M�%�m)�*m�s�!SY/�)ufficE-�aA�&A &�. A�F(E�$ehAtA�"r'N���VJtwhe�rpa=|fAML'sj�"� R �1B�)s!�s` �V3-�)�c NA�ade�"�\9�N�B7'&r i�##� 2 eviousU]ChFM m��W bG�e��k~��Y�/1"| � no,eE#?W-���!0�<ZM�f1�Mcrarv��3y�$ >�"�  CoHkr a[A�EGs��al tea(h[0qJ ec_Tse�:ImKiJ��!1d - Fraud�2t.#[�yy!��s!�Se�Y)�E�+ #[�8a2$�%�.Hd�됉�8se &�3%s�g|��� | }}^|9�"*,��s[q�J8.�<z�<zSE� !B|1<��a2A<)�`1K` & `%1`9�)Y[d� orRU|.SVS ML Enginej|5�S!&~:)SJ�2$| Now imaTN� s�(�+via6'I��i�%%� *�) AN�E@y wE;(RaAx"k�$\IEa�R  &�! |qo2�!L!�-� �BH | AlU�!zY R|Yp&MM(.SSi�Sz�2S2(.SIsabelS�R�S,.�&6_:E)�tsU Fz!�хh% ir ��6A~"� E8i��2�IK:D]^�# �  �!g�U|`..`.�qJe�b!'|����%l6�.9�>�.A=������B<{�isnipp�*ho�%;��2� �+3�{ � �� 8 C ��bo�aNDZ� "� ��.*�� **mus X� Sr wn `"�V�� ` ta]w```xml <+):$�q="�s"F.R,="urn:oasis:�s:tc:�:���-ud at:u&�#">� >i�>1<�)� j:E�^7B>� ## B��pr�LIq!��'aw!�6s � Us���`Y:d7 �*�<)I)��� f�esb �.Ȉ�` BnCѧ"�hZ?�i�]�+A�&C>. Or � "��a�I\ � � �Kxa�r7� s. G�fh��>Tg1 , � e�eL�"�hL @F�y H�f2o� a�la����:\��y immed�9ly lo{)�to�:o�&d�8C0�iB/ z0.}.may s5<i}b�� �?�5�b�H1th�AL� ag7J� T�!��I� T�jaVtC; (�a*{uEVFzw m[hem�nd� See:?� %�u�Z�& yF \|pfou.e�0beA�ui @dIN OOTB@:� ��A91��k�o�� rst-�&$^l�kr� g)F�=he��jh@=�r9>���r1�QH �e`�� "W�tcauy3�c�ng�iorgo� �l6ig A��wh�i6: �tE0�0�?]��cano=acax3 �0 system:�run%�A�y`!�X cau�p!�y!objec�,�|^�a��1�be7dA� r��d �T2J^(=B�i%f"�/� b)^��ba5pkti�S6�S��d!� CI/CD�? well@%a �red nuA3e�eam�>!ica�Dr��8� �y�$. ����0AF�DGC<w�@E��3�y`*�Eted �?!)6�o�Y9�� �'�D8�sd�h�� �F-k ��A��q�3hi�p# u�d�in2V��er � *�6trans��2�"c A!�a�j�b�xpromoe�� ��J}� �� SDKbtTsen notebook Op �a� _E-a(���B��)l*_way�.�x�"Μ")$F�0.�brick� ��? EMR{ 6�z��O}um"%ma�v�� depe��on AWSa�S����v��uRQ����A�͒!Zcl A��gly\sto�[��.�es{�fP?heNiEz�7 QA�wX �&�� ��at��s^ }�!;U"�Uf�`G�;a!e��-yRL�"m `mb��.get_ �s_for_X7 s()`�DreS���'><~w 2�d��@�gm\�#0!7I�!��!&���#pkE�m�*-�on.���MR�l8�. �5~�](!�: a��0 ��!iq��k!��-Y� � S3 bucketj d�deploy�� W�ѧ5� ��}A�-���s,Ay�� har4etw�5�xS9�#!6epa3C#�&� ��)�A c�/AZk���Q>P&�`how��A&<<� �MLE"�tH � Com�FK�7.X!��� �}9O)�Ls�Z� �v��&{o9�dr.��2|� �VdחC�B �y. lX�v2�2 :~��9tM,s (�qe�b)e%healthu��E{wuf| x9�2 :~!`�+A��eI�E��"�2�2 :~�d&�u�Ps\*�62�2 :6|2�8)=Y�F2�:�:nv�6Pp pla�%R%:�]�6%`.> :�g �Fr�6�` �--%�+-r���6U�:�.v�!`.:`' n4�>:�.�2�.�.��l�-�ry<�2�2 �`� T�.i݋t(`�2�2 ���.)a_keys��.�2�2 ʰC.=l/retry/����*� �1�z�s2�2 J�.�> A�"�! trig�!&� � � 2�2 ʰ�ed@ IE���2�2 J�66�| \*}!�!�0u4'aP�܃a.��Getm�s�� #&�, 6� �t | �B# (| �2u2� 2 �  |�46t6I22�6cEĭ�dev��:P2#��k��?r�$,��,��end.4:P2P��*��:PB��c���VZ:P2�-@aB�Z:PB��]l&d=>>P.] �De^\i�� j�~PRo�)FB's OAuth/h#-�s�P-@�[�cvud>P2 �l�j>jZ:�2PL. jh�  ^�~PE��L�P Pa� ^�~�M���/���2~P-�2 �n2�2]2�&�}$age EnviroO^J2C2]P�d�'�&��C@:��M6��HrD��ڡ2|2 ��*�66:+Bebe ��id��-faw��QFN.�2�2 :~a����ajr rcb�ʕm�������}D/":`A2��%�5����)�� IOof&�-�"�!�v��Q|. :~AT>*"�:���.2o�66 d �"� ���QF2r� ��D�2| S0�-]"l�(��: E@"�� �� �!u�u�2�2 >�6wI�nd$> �2�bc# ��=�:�f�B�|&� Z\j22�Bi2F!e��,u2v%q�)(��%&��zw.�FwL�� �keyN_^2�2 �vwAcwb�V2�zw2�b--- ��bar_pos� : 1 $#ort���,'@B% e/Tabs'; HNTabItem� #';j�lln�d�g�DK�is gu��c�!{str5���D\lq���� e&� Z-c�5Ne�A� pack� �2sj�funD$ality � w"�*��&I�22?� � !��"��sV:Jupyter#+ book�6T�D�^*�:Rvs�!Q��(C�h L+� face��((Software DB�o � Kit)6���&�#e*�purpos�^��9� �Ahandle�frastFVJ9h,=~t�7 ,*9 !��a21�Y&MK]ZT$0�� �\�CUd��5ew**:K/` ( "bh#�)�J.L�7 y` ( 6Q:i4e�s FO~7+@+7'6!.Q$n�logoutk��ver�g%4Nio.�[roy']�2Q get-Ȓer-�)6:�. odel2J![-`3& repo#jfig��s2>E�r-�)2+�-� upgrade2E8 u-# PythonaI�a&foc(�)($.��%program��cp (�: ��*O��,'��=n�$**P.X}�ieval** ��"ܗ�inf��~����valide[�fOA?c.A23k**,MC.'n()Xl�6���\to='�:)K'� Y� �.� tup,�i�G�v� al �)!X9�-1)=�,�sT;c��K^ �9�@<#GNy#n���Ű Spar2, p�_`��#B+!����C>� J�&'�� -�&�0��ll-i�!�[-m��A]!�� ��SDKs C( 3.7 - 3.11o:-�o��# VxR� ime�� �"3.8E}3.9�� ��mst:�e� _�(�*s�kY.�&l�to in)�d�n�j$havior. We����-Pyenv;Ana����<%�.7'a2-B-�e;i�.����:env�5 popu/� @� j r [p+&��githubMB ) v��Bt\@��{ XF" kE�Ac I exten�� t -vir�en�+)P&W�4& a N.-ja& ���'v*� �9�� yo6!� � *��-�`Mi��<^f.[ y�A+�(E:VI3.8.12�a��AR�ofy. �3bash �� C -.A� �! "w�Ra�##U���M�Őan���/-#Ugq:ta�l-�`pip` 6-�h'ite`1apip\f,6..�'sL�s&y�nx pre-ki�binar2�� �U� and q9 libr *w�i>,F yxa>1roublS�il, Si�a  b1�*yN $E�=D�� [y�Pa-�.FN-s/d� � ion)"k(6s.AW the �*ppw)ow [Min�}da1werp�B.��.io/en/lI"t/m5Cl).<�\�-ew D�da`2�� �3.8��``I��Fo�� -nM� p =ahAB�B#O`nomkl`�N`%�x865T�sF Appl�Vl�ayputer_C``#����th�s��u�: �>:` ҔAxlet�i�F�M��l��bs�ɷ�R6�(arm64)�f� ]�@-dS.encaE�?33els **n��`grpcio�,>4:�FE���1.���macOS� M��rey 12.1� high��21�3I_u9�5 XCod*AOwSToo�3.u.�7!xI!H�2)S .�,-4' G9"��os�2on [PyPIy/pypi.orga��3/�R/)���??-�z:��A`A�D.learn��4 st�#�bet"�0�ns*�  Re � �R ^!+�u!y�-I0e/%ǁ;�3!E !futS��@ס'�T� C�3�jAe�~A�+&dF@0��)B��K6B4BB0R�&�"� �B Rif:�|>| LocalB� |%�5�'Ik8[rift]>=1.1.0'`��in"T �:�|E; w6��2{|� �(*� or� �C*Q�) B�?Ab�: 3.1t:֏pys� ]' ���2J� �3.2���3J� ��3� CLI-4u�m (no"*A�#| N/A��D�b:�by��B6�8M= � � �2�2�(" nit jP82� �\��ZN�. e�is cur Fli=:��~ is &ov&4c 0.9+� V|2�ġ�SD<{� $�� 6mY# ����t`zqth"^ ,�ceA��7 outpu-X�;a�>�ͽ:�o��e ion:&� $-�8 Vg: �� Gii��mmit: 5a2880f240d01958bfa26bf6d0b5b0adeea4e559 Build DateS@: 2025-01-22T10:0 I� �, !���A�� ��I� . (.s�() ^��og!�:� N 6.r% hods��4.�ea:F�~Q� ** (&�)� . etc.),.n�tš�=E&��`q� !��u1@s.{�&Rm.� 6p"$ !?H:up Shj<C-5�:("\2/ !ks s5�� ���vtab% o $$e) for zsh6�hfish.: ty"Qm6uo�Ba �6�T as�U < >  �a�$ue="zsh" lqH >y# GenerzaJ��a�M�{�-��q ipt.M��( --zsh > ~/X5.zsh #"�'.Ui�yZwn=�Em7&Pve21M � d, e.g.&P  oh-my� .) echo 'i�Y-Uz��| && ' >�zshrc�z&5� !Ҏ��� ,. b.Z�6Y1 <�!�N��5� ��N�YV��+rv#1 rc�a5 ��L�Jfi�P�VEm�--"E (//M��J� .J�%� s>�nC�;&nRepxiR:��tro�A�`**% <**��a�y��}\(Hd `�.yaml` W$o)&� ���m�b�����Aa�e;" ��*�:E�,u ���I�be���\��� �*�7eTm !� , re��a�9v ��Qnd�easy-to->>N�.os-;�_�Lj-j�R�ridde]a�#- �߮�|�">A�Ais ӆs �; �u��� �powerful�@zB�ab\�c�aw�y���|�n�<];J�8�pp��Z v �� 0�above W�a�- 6L��`A/E /%�aJj�Hll look��.FI�E� .�-�roo�<Z��% y an� [>,AlyH`-����rU�� " my_i#iD�M��D�7&g� g� ;r!!�-m0iaH`. To~8" �B�J�Eu�a� �eAu� ��:eZY%y�0c !�t pre-����s�a"��E�� a�i<I7�Ufigf�N`Idi7��.T)�>E&� at )����ݽdMDepy!���t53&� :8` )���AB�E!oI?BA�N� ��� �A`Z�G� L]�op�x�B� ԁs��tBzeQoA�aԡ,�h� �d � M�(@zLut+�Fr�S�/D-�ɠ.�&m�]8_���&�Q@E�wJ?: ^��O�Hb��|2�KeyE|�P�c��\R�VyV���BatchU~U* �M�`b._� (ute`<br/>`o�D_e��W�?  %� _:�# _run� %*(w:!�Stream6�| ` 2�| :��Us?����� �)l.�+)e5_ �B�)@�e!eu�.��2 | �E%ic�| `on_des_~��N|F�Ydd������L � *�   fup(.fJ�5 ����Ming �a.���"Q OQ2�8�+��6�6-U��'�bde�:�~eccK ce. t�r�! "?IH��-]2.�(:N, 6�,>9><);3 d�0� �� � c�%�who��ve� )f�u��par�%=T.�!0)�� X�"%� key-%g�[ �� thin� s"�E�iπY *7W&�!!D� �[q�Ox�{)��z6�(4)E9~' (�)h� �$%c2-��9�(>&&z ���"yaml #%�j � ,Ag������ ^��a��: 7-��-�#.7 _0 kind: Redis� *.s6+O S�B2 / �V�l�K�WN hParquet8 ���/ -&�Cܶ7 } nce_a~$: m5.xlarg�k7Q _of_ z� 2 �$extra_pip_� |6l 0rsine==2.8.0 ����~�6>�> JsonNjson: | � {  "new_$�":2 "5M4i�/ ": "�z"&Ti2!* m5.2)�>+num1� ": 4�} �w�wqh)fv@ �i�������_ �5�.^�De$-�(ded:0.58 �@ a񂥼ɒDV o��  � s�� &-re��d � w/�O�-���8ly ��6�zjDevOp��s��_c�( such=(dinuous���N�ln��O�dt*c)�P�0�elٔž� one, prioh�%ka��y�%nd6ocrZ*Zc*O4��_WbPL!:p�v�CN� �Pre:sit�PJ��&-��,'�N��y�&�i= CLI,X(i �! ���� -*�EDs$.�-!y��z �E�6WwJ� ����A�^�%�!� ���Q U�y���9dH�ch �any 54iz gi@��� tre��n6i�`� a���orc>("+"���` to /*X/aTd/src/my��3\A #J5`1�le�V %`T1��`,1�)A��6=�%��� ��e�veral7a�*�4�4 Mark�\.���3> >u]Wf�e5oo�z�"O� F�v\esA�:nWP\, @_�s ��1%�`!� e�Gy9pro�2!<ll) �� `.py)�� a}d�)i�g a:�S8�9� bou�,ie�4J5��e)g��!'�� "�0�) &�J@�'2H� �� ial ��=?6�7�Q�Y�8bUVTl�yr�_�6L�!�6{,5~E�5,]�!'� )p ��.� A�)"x,F�(c=��ta�1A�R(� �[�KZ docu� V"�)tipRBŶWconjuk9�nh�ignore ˝� � y�s� path�IOI1="#Q� `I�&14s (simi�1to�'s `.git B`). L:�) ski�n �qM% 7) 3�C!�| )2�"en)�dQDF��_:]!Yq�E b+ea�on�2evia�&�� ��< M�D�!ez�tu!�MtO �3*E �i� @���Q !O��up�:�%2}%*&� +*A� �CLIICa�a too�h# $ :s�Ye�aQ�)(��d��)�`J�( ���SB�zV �/-&_!�E��6�]�]oM ( a new repo�sitory, run `tecton init` in an empty dir��ry. ## Connect CI/CD We recommend setting up continuous integration to automatically validate and deploy changes to your feature repo ��. You can do this using GitHub Acms, Jenki Lor a similar tool by�n6� plan` andhapply`.b--- sidebar_posib : 3 d import Tabs from '@theme/';  ItemB#';�B`(## Overview:m crea%na new)� pipeline!<a2i.�^� uponBT!�n2�I 4Example For e ,zla5En%�1i)W in1�a1� you !�4add the follow!�fil�H`.github/workflows`Y�( underneathOr G,]>, assumV that&�s($ starts atvbase of E�BU. Note QE�- uses [ 0denvironments](https://docs �.com/en/-/dea0/targe!�(-different-.P/e2-for-C@): ```yaml name:1�,Feature RepoIJ, on: pushL branches: [master]$ll_requestb' jobsA  A"ts-on: ubuntu-latest output044id: ${{ steps. . (  }}>env b< TECTON_API_KEY Becrets.6= - SERVICE: 1� app.�.ai/apij�l-%�:Q�,/checkout@v3- B"8setup-python@v4 & wit-q  "-versi!1"3.9".< cache: "pip" #A�<pip dependencies 2-!z:(install -r !�ireAfs.txt .I& Run )%� %�:. | tee-� .log>IExtractF 'M!�)�run: |4 PLANID=$(cat @g` | perl -wne '/GeneratedQP ID is ([0-9a-f]+)/i ��$print $1')cecho " �=$ qP" >> "$GITHUB_OUTPUT"܅�I needa:a if  ��.event_!S == 'a[ ' &&ref8refs/heads/main# �dE�>�!= ''&rubZ�-��: prod-�C�D PRODq^ZBa�vars.}X+WORKSPAak)'�g��h�hl1@AIvariablulm .�E]Ruw9q ".*R => $. 697.4 $F3:686B�I�<.b (e.g T-CLIyUeǁ��sSelf O��space-�-[�� s 6�>� 2%{�i�n]�i��7bx�u�2_-y --� -id �J� Your `>v`��$look somet��likZe below�� l<[pyspark]~=0.7.3 aTo� hentic] .� ,'ll�T� O e a Sn Dce Account to obta 1�API keH ndL ign" B;he Edf rol� r( appropri�5�: 1. C� �BNo �X �.� bash- s �-a � �\M;--a� "cicd-:,"&descrip� "A /� ")eO�)��Sav�is�Key -!f wi!hot be �!!o4get it again. � Key:AI<A&$-api-key> >ID: # --� -Id> �2. As5�J�9}�!V L1�F^access-� rol-�-%�- e)�9p5� �>%:� + �F�F|u�fuUupd���.) ## Vak Planh  JSON I e�e}  a y ( of a to-be�* ied � y!<8--json-out flagF<� .&<path-�TA7a�b2 ful a� �="� preH��� unint� d"� by r�f custom I� oi� �. � ��� I�P { "objectDiffs": [eN"tran<Type": "DELETE",(?$Metadata":< "a�4F� @_user_has_good_crAVNPT n,FEATURE_VIEW2& wner[john@doe_ .!}�'Whethe��� r had a ��HXdit score (over 670) asAAtim!A(! �.�z� })j:RECREA�<a�p_f� _mS.�)�>6� 2)�9ACm�S vidA��"d> ] }i� See �%V�� Cha doc�� help�st��!�e`I��A� & a� When a . is s.:g": � "�Z`, ID f��a� is p� e�F� cons��aftMK?t��,text ... ↑�� End �+ ↑ �y� |a25e9516ebde475690ef3806e1f12e1e)~If6� was�)�`��`��,.j(lso include a field��B�u��c!# ]a6� Ida�~�"QNA-�is �is�8rov!�hroug% team's�Q (w� F0ed or manual)= ��dlyVly�% by pas��ID sthe `" (` parameter)b*�� ,=~�)��Ox @��A����puXJ�. A any�Sh�been mad"0�l5 sinc eCE;uP (i.e.� one ra&s�`)EHn&1 " �rr�nd mustQ ����op��cur � tate� Pro3 ��Cri l O���Destru� �o�k� �<8s may trigger d3ve5)whichElea� ��ng down�$/ pens80rematerializao s&�se{ `��_qoy`�c��to avoid� iden�y �o*�. �b� guid� $more infor�on abABw$.J # Use1AG4 PrivateLink -/supsf net� ! on AWS <hcross-VPC endpoints. In ord�>o config�p g3(z)�b� ionsi�e an ' rnal .n�peers �, ���rol� e’s2;)�ce. With��%ʁ�$place, allg ests betwaJk�and18�be�ed via._E�# S= Dur!O �R, aR1M E}ceE�b!<e & expos�o���%�VPC(s).VrA� icts�1_AkEC�BkEa1!�ncipal! owlist, sv �_Rspecif�F��\= of��ng~(usua� D`arn:aws:iam::<awsH-id>:root`, where `>`��%6��ewns2�7-�A�%ng!6�k6� d��i~ A�',�%2)�’R> ed [Terraa� module&5U0��on-ai t6-E/tree/�/mFlink/e}_vpc)IYen!_}].��C� �OpQ Si� TicketA� e)�S�W)� ARN. We)J�. p �4)Z�6 )�y c�to.�K:?(!| � →%�E� =!�)� [@Doc>�$aws.amazon%� vpc/�:qa-��face-q=.html31. Navigto�2�!$$2. Click ` �G`3��١�@o�s� ��w6 1. `1�0Category` - O dq�� �6!�2!8>0���I�Clo�.� eFm`QdU 5*3. `VPCqTheir��e�AG�A� E���u�����n�Fz[  �9�9e�d� of���%�s:�```go��� "��"� rs = awawM~<@ source = "git@�:~w/:�os�� vpc_Q�U� = "<vpce"�a>�P��]�� Rid >N R��G 6�i�0-v��� ic(_subnet_idsn= ["<  -ids>"] #:i ��Z6n�� �en��Nz-�_dn!�tru,%�```�'N C"� C�$er-managede��Encry��"a always e "] `�}mm,�hE� def�") .x ��s審-W4 �%vuseSJ� cat6��ion. By8cN��  ha�� �revoke�es%�� r}" both��9 A!Cloud M� r. Vld be-�d d2b -$Iy' �y�!�Id�� exisp 8�*ceZ� �fKMS �ى;�� illust� how!5�ZT<for DynamoDB, S3�b"� Con� j1�otify!�Pould �oEVKwge�inga".�-� �Ũ��%�!�� assoc3d)"RO3. Grantmis3 iA e �Akey�  policy:e�� � low!D, details. 4.��[%�YKMSR� )�JMs!�to=�pe�u��r ve !; �!�� eC P��T;�AH-repres t�By 'qrd� -�!�IDc �#e� ���toaI used!�A�$ARN"��~'&�#��� � S^ �yEiA��<��1.�`kms_key��= <Aq_arn>`I matc�e�"��!.2. *$& ��  locals�� # D"�$= ��l��han 22yU"(� limit��9�= "my*%��� {A0reg���c! %�isQ' a� j�e�e&X F w  B\0= "12345678902�Get��!�|rep-= |_M�_%�_��q = "2& 9876543212p�NpG 2p< � _ext| � 0--id]ASAHid.�4kms:us-west-2:9:key/a @-bbbb-cccc-dddd-e^$# OPTIONAL�� EMR notebSc�8A)i�e, � (s�$hal block�'�*of�YS#:arn.��5`0-aA }ef m� -/"� &� N= "..}�YI>�=i_.:# �2�>;-%_*3!I�>16 #hf62b#EA=AEJD w'id1l m�_emr_.� 0s3_read_writey65 = [��(rf�%!�V�� �0F'`"��/ly�C��c�5�^:R�sͤ:��M�+C!� ���5 ��-��#2� � �Nu�|�TO�P , go�**<M� U("�page**��!�oɂ�c i� d�dOe~ V �** tab� cH**Edito o6Y�w�or�P�*1&a � 0,!^lacingɲ<${ACCOUNT_ID}` "�m� �-� DataX %�,2. `${CROSS_S(ROLE_NAME}`&O NS!e��  ${SPARK.D�.E�bricks/�IAM J�N$ Rift coe, ple�,disregar8 i��Valtog9�4�B&CONTROL_N%E�.�68�)7 �2� A�viVbi0 +!�*� e�``�  Q"VeC+@$2012-10-17�"S*A�"� ;"Si{E�%6User P&� L"EffecM"A�2Pr-;2!� AWS�2�2s2H�e� "A�A�M*2tRe$*�3?� � ��2 Qkey2T��B"v�le/f,.��K>+~Cr�>�� �9a =�2�%��6�De�JRe 62� 7 a�KeyN#De$beKeyUl �6attachaPA=persis�  rM��.y.2M ��^v6d�K�J�JEJE$�",I ListsR7"Q! :�.Q Cond�4B�BooB�Qz�IsForAWS.w�]i&" . }i<E  ``? ��#*_pR��l AzE�th  *5 �_ ��" Jon�##�E C1��A�( I�c�:u3�'s|a sepa�� t �*�!!*�^ g!�C2h+.[t�� �"er� 1. I�T@Jhod�!@,�"!�G I �&�m`var.� � adISal_"�s�"�.in� 3.��1�~+� �>�>�>�>�>�>�>�>�>�>]��ERE� "E�C�C�C�C*_�95 2tJ#��f >= F #26z�w2b#E��������2���� f2od&jwww.no�$.so/BYOK-Sy9 -to-�-E��-Doc-988a206e2da54369874b6af017169ca9?pvs=21)qO*�C�;}b�<͟)$= . �3E[�� 3����,��%,`${DATABRICK&� be���id���&k\������������������§*� >,V�������������������>���������31-6lщ,�&���j�96 ݳ ��%pro�1BKMS_A_ARN}. � ���v���r�"${��*�������2q"22!�.=B.HbR$2#2�+ �� RediA�- choos�Ddis�%A�on�Fl% storc/t-�.*i% 0 � d� repl=�group�1. |*means� C-an Elas;2ch�G J�alTy"%pri�"�07.a��. 7� [%&� $F:e,Ap, �C�s,red-ug/ �-$'{&g, docu��6B�# <=N .� 6�1 on S}> �(Third-Party#rs$pD7&atY6outWI�,�l!&2 �'use Ap� Livy �%<!9"�>�(HorG)1�. Cea REST�=xa��6�]s��Jand�a�3�G� 1�� receO$resul�&:::M"�(!/ doesg�T��%i�8c�r blem-%arise�!�3rdBK�)�(5z!���-ar�0mfort�))�m%=f� Y_(Fw� �"'&ar.�"4&*X4al purx2kI�!9o@L�K]!Y!��5e� �M)�, ��5�#B��A"�I;{ our �H� w!�undz��%m<relD. !� JU�&Ex6�-�3tJ%XKA��se>-�#1. *x E����7�%.eA&�� /8*s���)��mplishe ei0 : -� ;Mi�i!��:a�an EC2%Aef�*a&&.BJX 77 B�^ne�ary6��M�9lya1eH� +>�BK&s6U.��s�N`AW�ES�ID�LS�=T� `��*WG "�A�!�2. Softwaw>�* )�b� �Il:>machi�M�.�(be�61| Q�%�Java 8�� 11!%PbJ 3.73.8`pip`A�#< Init8eq6 s(Ke��m�:��aA�a&�g!|]6eiA)aL!�S L"r�as =624As5 [: P} ref8a*s � M" ݼ�-F9�Am�:. cR~:�3R (or�A�5 <lyA8 W9n*'1��Sos. N)�ll?%YV�GKEY. R���the� abov �valueepu�/se2CAw4 ENq�K�( �$.�G'�"MF'M5F the jF4magic Jupyter/  Lab EnT*A�isq�s�Pa�B�6�,-�B� job~  a �`1X�+6�U��Py 9se�,�2�,b+& �z��:��d O %lay(`builder =  .O%`(...),ϝ�jarݠ�Gd!��5�L& AWSh-�/% A�a "�o+i29"-^,�enda}on �.��v```8N ��%S).    �(� "%�.�.packag� "org.a� .hadoop: -~9$3.2.0,com.7�aws-java-sdk-bundle:1.11.375" ) �:%�S3�%ent impl�#E#:^� � �.fs.s3.;�B� @a.S3AFileSystem")!0 a77.��)Y�Q#Ac�[)KQiM �+, 4’s SDK��B@�T pick!U��M�e�� it.�5is  = forward�<’ll�� toE� � SDK ��|E�i>%��.m� �Q�7s >! h '?% View���%� traiś�<4ngSe��an HTTP� 3 low-(9ncy� retrievA��?e|se"offe�bt.%Kups@ )'%v�@t!�g�C���@�V. �L each~+elaR loye�B prod@H one *x1: ;W<ich5!'g4!!� h�xBA�/de�- A=�? M���T�� pG�%A�-%")6 cw>A(apidlyA�@9��?�rG-�=i�.dstamplabels -/abilit& ob!�ir6��r `gEeruCo monL %0��Cput, M ,AD��5 -! W D�5n�B:� �L:m�/` M�` clas�A�AttributaF�&?6 �D��� a@� `)`:%:uniqu ;� e>� - `-�s 5 {I�a8a�V � T�%A-d� �# �koM�8ng_+`: (Op3al,w$ault True)I ,E3�) realA7��e�@�is>y�a�y��A � ]2.C"E� MMde�afFc.�logging.�) Aa34�[ A� )1j�(4O z :AeMh8!d�organi� B1/&X QG `*�J `, `�I� tags`r`)�_)(_V:�9� Fals.�] Qͩtt�[í�aC^�Bx A�1-���u �Va�u@� `L:r�m3fu>:Yeh5 tM�CI�1%@5h[ � . "mC0_repo.shared. s.ad_ <nd_truth_ctr_per� nce_7_dl: _ �4, )���|8_total_ad_frequ�_t4s6xv,�pad_im9-� fkN'f %%Հ�A�=6).�="V3�]�="Fv7 e�ZFAia CTR.&model. Qm�z��=��� Q=&C*#� �7��$� Y�A�C~�$ \(IgS'�:[ͨ$double-braRCno QyN�[["E;"]�]!�b��-�qQJ��`Tb�M�� (N|`]!%s��a�� �%P���Ei�� #� arg�. �M�jK>A�(2 /���o[ll��Tllq^��. To hV0a subset of 266*,!`^�8W91�f[['my�O', 'oR ]]`.7 �Ia:��*y!B.f " Inte�D&uRea\OWsJ> =J��U�iO� �R"� SDK.rCJ1_� _�_� _/Ee�.�jo�a� te "{ p s�]!�fe�:a framBmM ��/ �aAUcl�)� 1� 9 .get1�s_for_�S s()`� = o ma�? ˥�I firsN?�jo=�<:?��join ke A �u% �desirw?�T� � RN�, � =�.�@.parquet("dbfs:/s�a �4.pq") display( >.S(��(!w���=n): |�" id |A� r_uu � |!\$cked | | - V ,... | V X�,�n!�aQ`f�,Uu%z1r 6n/� �D E7wor�Z("x")=Bɲ�Kws+ e1 ice_Y >"") �_�_df =�F.Z2�-�(.to_pandas(��J�A�t \_\�fɑc�7s_7� �B&�G�}I��.����m��B B!j�� *��B B| #��Na8f&+� ���t8�4f�2+ type���� {fq�c�S���eq� >1s (Agg�9� �D? )��  WaF�bR�~ h$, etc. unlpAa 4��O[�e�&�2v@�•��h #!�� -.� �A 4input_column=FXV ("an% ",i64�Jfun)="mean# ��0_window=TimeW ( _size=#delta(�=1):`!Q(="1d_averag� 2� my a-�.��7t>� ags={"tag�9�j"*{$ �� def &: )lmy_agg):%jreturn$agg[...] �� � L<Y��s�E�*��ZlyN~ �D�� v�xfspons�"��� heseK JM!�  &>A� auZngZ alys� �G��� ga- . !:� Diagram BaenHz"U1$-,[lX�.a19�J*H m�m��a� o%��iVyV \ �& VaWY./et �_efj< ive_A�s�X@log%�1<�5he"�SD%0`�"iDk:ApKN)��st ~%de E��%� v � .� � 2 A� A~�M�)l��F�-;s=[��� �J��ML=2��I_A =0.5�loF�F� #)"��&1 ���ewѥmd *mE# sVA�xWeb UI�is q? Tontinue� . [-*�d[�`to�b(every 30 mi�XIf32�>� q�mUM M`��a�be �g !!NedH� , ate�4e\� %%%�,code snippeti�U�$ ~J�$&s ��V�6%Z�$all!((Avro librar�ko�%)T�n9�Q[-Zs\A:ed �P�aS::2v�~ 1)=v ("V�zkged�ms.4*, <.D �E �E �E �E �E �E �E �E �E �E �E �E Fq��葠se�  cSds �+� e# S�in�)��"Y engineer�n�e"�[�*4toc�_in�, SQL�Z7 H �>�s�$naol� +For 2*ed :�u% �"�f��W?s�ѩ's Decl?Q+�:*� %T 1O�7%We-� ceptJdZN�Otj**�� SoDV s:**��)1(aP�-oF)� , stream,+s�� sŶ I a - &)%f��a�s� to1�9>, known)"1[%"!� �^R**2�2 t�ii@*Wi sE�?om��@s{6Hx d9,gɛ-0!�ute� !"morQQ.6O� Q@ ��*%�rC& such!-asyfh%Sor�t-T ion,� & d� a-c�U +e �!�three�EL2@,L"�g�to�E2mmo-[Wd�pgrn.�3**EntitiIvAn �.ba�ydor�*a�bS"�0� �"haE+1N a:.Tit, e.g.�H, Ad,QC�"%�P�" �[. IgII,� .�>eon5� e �.�LY�� E�F�"�L� � vO#�aa+ powe�y� Typ[%�re��� r( )�B �k!� H:0�JV,conven"�"TUf^A=eN�A1o[fQ )C Ror4+!� �f% 9's"t�$L)YjTbaRo��y� &�W�&�a ng `.�# ��<"�19s ^/jdad��J 6�_"k% Ÿw� �ZDQs A��{a��!1%�51�.�Je'i�D nd JKeys :B-{ab��f�er��3m[.[�y� Y&�up�X!�.}�2�%�world "�q"i��.9}( *�'!��*i _GX_, _T&Alm�_�e q�_.�(Enb+nd))& y's �?y1a�0#�&`�M\ "]?&�*!'a5��I�)r>0�:�a�or� �i~06%V-�#!['s life�6�\-��Na�UfE,�w9b.\jQof� many!9 chasAn �%� i!�u]a���Q ca;aN�two�:�Ŭ5� ��!��A�O a w�ho]&On$��s.��/ long!�� numb�/f0A,d � B 6]��:?�.��9�[ th a.�3y,E> ,m b��qZa�Ua( _derived�-of_2_!�Pqdu"�7) (Vq,���rs mus�sr[ on w�^a1 a�]��t+erc�-�-�A�*e- !�-��fD\[^al��6�aa _PuIy_�sumede�i o��`l:?a�\.)q. O�, A�%e�) ll 1 �!& o � �:��kan�� )Hi���2� �!���Mz���_YK �Cs ���nR �tgularizC`���Ji2b O(Y��6�g�����D4 "�)�FUna� e�0c 5i#3tegrit% Dis\"� & oag��ِ&�X 2 �k��6y -C's�!*fil�pAE5��"�ofI�esyM"�+q^&�+&� ` �u+.ac� e}62"#(9e�a+A�aa+m ifie�.h�hy �+.�2�oA�2�A�`�#_!�`E�Pnam  pr"K �-��+ly�A �)1 nFlAll9r%��(=x ��Tat-�%�>:X �E�F��k2�if ��� _id`i�ua �a nF�.�)�5 ANc���0:&e�. Mo� a� ɼ f�9A� y>06e!9 A�P :)���One�bKey�!�4_cs�%� ies,.�] 2 2`� = >y(A="1.",W E4=[�5<_id", String)]) �$ns�:Q* RT* >W�'~'Unia��Q�`M �:e���is �n�&Jat"� +orQ� ".cymight"69e%�&�]�wcalcu����'rawV R qfseA]Z �i���(n]g=�� fact5 � h�Iasoa��cQ&2=N���r2�Ts `=�`�#[J�Ap�9 .9P��`Buni� "A322[*�Zi�4IZ5�s `SELECTu�_�Z�/as. `. BPf5��x��靥�_Q���)Y�f!����)Az�6earch �sN�yi�Twou��J�& a� ompany Em�3e_,M��fEa��[&I7e 0>�>PR��anIcy�, �ZR�"�*m)�N��O ���I�� �z <� %���a "U>�%�_>�1� #n !�S`��0�X)� WFZ7�-�� qpA�M�� _U9�, `:� ` �"{2�&C 2�s_, s�� .� `�^` �]fitPft<o��Y*2>-�� fG#���=[{jc#)R"��"I- ``a�r/ d�<o-`H*c��>��V 5>��1Z1��'��qie1V�s:�� 6#�_ `1]b�]M�_=x�E,���]��a�qf�<" x!* M�si|ɭ%D+ ���+f�mC�a7#Z <s=�2�,�^�]�You�R��S��he��oS�ll����XU� in�\ � �R 1�iY�-F{��2U-�.�� to quer� A"�=ly�;� rebind�iPf>yEs@ as �j�x �� U2�.�fraud�+ =>�%�=2 26J& �s*�2� .�Ni("�7e5�s") �g� _map({"?ia 1 id"}�&!N`recipO�c4f�&e��" l5�aL�n=&\ u�i6��a�� �)�xak�JE�uM!�N: `5EU `.�}�now\i!�OA�E J E�xa.2.$ m� T�& s *�:� ow�J�#ng�%-,aato�'�7�JI�> �*&�I(sa�� lNor �Dhouse)a� 7$ rast���iYY r(ibl� R>n�r] |o"�q&n�#�+t �#i��*��APWUsU %8`�� ‡-^V�"��>F&�twan�=!&R�avail!�)  2s �>M�6q9onsumC( ��$��=�U!���%�'s�1�ye -�'J-�%�.&�%�IU�:klex%�escap&{3t�u>Mrbitrn-A2} **C.�#!���Khc��Ffe��)eAer embed�4+ ^� %�:�6v)_!j/� -y�O ng -�'rebgetEq+� -HAU:!�Air]4�I duceQ 5R�w��)I�!y�Q 2� ")A� �XŤsi!Q� `i��2�Z��M%�` aF�Ma"7A`J i�+p,�!u easy��aL�B$to develop�'QRAl�K tinue�o lI(ag`%5 5 QD &� �*�'X &�,&�?.3.� "�;Int64 �f.�N Z�� ���  ?. ��� z:"p@(�X logi�;_74y�]n-30..] � r.OtF� �.E�2,=�=["Y �M,_݅=" 6-�s= #M��, i`ttl>n/7 �d&$/="�)i=%un�#v%Jime."" + ## I��#�� -�&@�E 6� ���"o@�� �{o��yEuse� M� to($>�E� ,/8do soO��s�FQ���rQ or P�5B�$aLth>�.��()` Dwi� � N�JRm��V �ai�!=2�wv!. "schema. �\%1} odor F++! ���e�V�` _ 0 bove2(.ms�6�V�q�,E�m�47 D.� Framm0i�*7kga!� : 1m }&:\p2eJ5+�4.now(>`2 Q:: 1*.F'�: 3(pU ]zI��8t&,M�_:R(Bks�8tQrdf�����2_,)݂t�>IDtatus� :'�<x AmW�.AWA� 6c:8_ V()`WHowR))AoQ�XuZi�e���;/r6/A�an S3 bu�?�AANpane� USateB�D jobsMLpa_(�>��=" �=�1�NWsubmit""� E�� � ��deE�bW �%wÒ.a�9���� !�� -e��Qy �+sh�exp���"� behavioR6 - ** �� ** ��h&0�:�!a�2r��\ ~?x\�iou� �FconKit �be�tenEU4l�h%Pt qE*n i� won’tG!C� **1��� tj3apo%�p�DL-in9&!�s2���0�(S�*����5Tm�.F$a **chrono�qcal"�A�Vnt)is**%VNK)W,�)�9nA2&�$N*�$ ��y� e5 5us�2 **deepK�r^ �'x�}**LSTMA�**`� er_ ;v)s%�%#3�+ire **p�!��extua�Pput**�� }' "� sBF� nde���$*J"* h%�i but *how*Am�—�6�4mor=tu4p&!�A�d�KM )**%k�@au�+��n!"�oon$S I!e� Coin !e< demo)L�S%E�W�� , **F�; bw-p�zesh3 in 1�.ond**�< L� in�45msa�:p�_r%: [�B�%�b�QsFw&*[�fc �.� blog/how-- E-�-q0�uU-leIt)�� H �.C&9C�G�H�ideal f��F6�$** – spo<uspic��evYMacVniE%9}GUͥPer-�eda�o�N%�aja9zAI��Uv@uctVo�"^* ons �"�!�,�?!��N&�0%m�Q"�/�C�F_n";A��;���a\/"x�e�R(E�ach�(esyɅ��raw����.5��im��s) �m����)�+)�: L�100A r E��s2m��2rs$0_Mh�,&�< eamPr�pingMod6�a/< ion_1'"�!K� v6�f , "h z, Array 9 B�,$ LAST_N =� @J�O�=��ID_ ,,š�*i�"P�\=�S _sql8 5�f���: " Y_p5;_JS%q6Q.�xINUOUS �-�.Zv>1s=!k(n=) �P �>�!"%��! ��> � (houri>6,f"Xs"%U*��V�|��>�T.��M-�� r)�=Q�((2022, 5, 1 ��R*HFZd*?f"e�{)�}�#%�� %b%ns�8��"��p�!�." \A�I�_�d(qh�?f""9��!�@id6��%5NA=Ai6-- Trun�,�se�=c�c�to)%>�a�wch&<CAST(DATE_FORMAT4F� 'yyyy-MM-dd HH:mm:ss') AS TIMESTAMP) ��� FROM {% *1I}!!@��Post-y� Bef? fee �Q]��<#�8l,� �d��� +5 p]�l.6L'� �� (insert **ex�,it aQoral marqu�~ind�d� gap�%�z �A�zI Q,\<DAY\> Toke�r���!`>}�*�N9��� 'q~�' @Rh.@)�u&m�!}="���.�" �s �> t�"H�I� occu�8&� daysAL�R2�1 (�Vq�_� �Q_ p"�2(�R)���Med:��Z��e��Y�(.g�K'", v !؊;';%�� = ��"N�X$DAY_MARKER|�%�p�5 ��8�y8 zip�"7# � �tr�1��{=UY.M iso� at(#g)curDž�%H.A�() �if��.>!=1E.F:.� d(9$6�.R.i6�fX!BRex�: E�%���A( # Skip mal!8�V"� y͂&�MeQB�:J�}}�~ ��� �a7F2 N( rO� n **���f�2B b�suiB At�.lm�"��� �N**�'80e** | **Benef)��J--�KR / GRU��| Cap�short-E3 e�m.�p�Bm� J:�| LR global%�ext&� nٜB!SDe��Con �:[O**Topic �����LfL �F�G:,� %4%�J!�%�*�of�re\ ZLatencyX�r)6 al t�9`<s **<�RK �(toC N+:wh��G�_�,:*(b�/u � ։** "� /n-a�  dRM6` e"�F}s0 o mu�e�al !�4al :no_entry_: A|��Yo& �onI inea�6dA�� ee-vdM�.�Q�.,�6�jQ�ufficA# � z�P#�5iew&Q%R�';��,η��`E"j <!--^ 0ttier-ignore-!--> <:�&�� s={[Ɉ"M�5*��b� Ek.", +A22!�@-S�c"."/]} />V�end� Ʌz* ens�r�_"�9aau+uc�$d��a�can p�<�#�Qvyg�Jve AI��n��;�ve� e��h[|�&;B��r��� s�bs, *!O<>tF�-$/�x"Y�,B: to mJ ac ��o�V2f�,.�! $�ma��� dge):�B��*�8e����meaof � ecto!C�=4seamlK?89of�ng.�k W �(while delivRC"� b�G;� 1.1.�?u�C-�@Re ii**J rge scale�5��c-K�Z9�&T(� mill!y��*2 $s nightly �0�9V""�9�-uI�����A^memort .�-hha�e��*H loadXk care��di\}Adu-%0MtǪg&�C"HGPUE�ens�c� e5a;.�BEr� of Experi!je!oFi  ;heyMmal bal=&L ���E�%�$3"in1�z��&� �s�OdA�d9.epr hn[&.�!o(trial-and-e��"�Em9 s MLPp� �:j#ܺF�*ickly Keua�s?#l�$0te-of-the-art-�P){ ��#ith� worr@�D8 #�I8�Ci�8�B&�N��ion2e�) lix:iϥFBany F0�E�Snowfm(H, Redshift, BigQuer�3�R)  beq��% �6!z�F�R,�,�xVC�8.��o:��1U6�loa"_$� � >ij  n0)�s=[�yN&{ k3 hT��J85�I06��UCTώ*3I]=4,> e-�� Lrs/all-MiniLM-L6-v2"��oDESCRIP��vv-mod�n#-I ��JT &m!=�]"# NOTE:lr��7 L4��H3 ��5 )��a�45_�&="g6.xl�e � �*�#=}�-rift-��$s-0.10.0b7J%WTM2_�9_)( �[[[U ID", �.6�]�]�TB̨�V,��U� ��b_g$d `<COLUMNl>��-�r also"zS�qo ��o�V�"�!5�: ` (D="@ hantx_all_I�"� �V(_d%�f�2�"#) ed��"�5"C=A�l��b�o���W in `!="<�>"`E�� &aopen-�s@ 5�s g� | �E��v��l[mixedbN_��mxbaiiJ-e|-v1&�hu�h�` .co/�;)5-�[��/s�-arcticsbl�;�lm�lm�l*�:D��s�lx�mxn%�@jy#v�bH�?) lBAAT/bgeMwen-v1.5b\ BAAIF/9,^�l��k..�j :lsm"��2/�n�(thenlper/gt-Hb@F+�dFl!�k*�j-D2�%�m+�n|('�!k@�cic2,B'.%lqdm ve, }�|� pgV��%}DwŐrprietc2��с see  � .]E � Te��� .B 1ion�/"# vely&]15.�| L|'M;�-ila�f� �^ z.� ,�w}��cod5 a!5HX2H8p*I8(2024, 1, 1) en{�d 3�,P>� .ge&�7$_in_range(l�= ,)O end6Id"Nf df.head(5X## En"�} Y*�ED9�/"�4u�5p=H%ainLRl b}qStJ/�v��"5D$R**plu06qw��\[6 m6��]`{ptzR>=2.0.0  )� >=4.4 ��-R =.� aT^��(� ��he ���e,A $�2S�I"�my- x8�-0.1" --*H "My �=!� ".t$ /path/to/.H�`rEeN���+a��n"�}�z1j � <0� ! vyXyR2`|"cy�^� ## Li-�s�+i�����s�&37�� �+.��l:N:MlGWf ���o��x�{V,� a�a 3l&�ed1W be `> `� ��� .ingЉz0�f�Lf,- AG6.���e�}r&�$s�.��*+ both]I�)p%yet:s�%2} s.S�^��� �� �� ���--�A�5�aU�"eGSvA7e�high-qua�wy;AP"boo��T*�AV�v� |AIQ. A few�Oe�Z��-**�BY{�X" ��r6� �$go1_�0a en�~ ectokJ�rͩ���Re�"�"[� �Q&�OA�**T!-'Lif�#j**s���\q\\+ndon��r poste�**Imag��dCE�Cign���X�1col(VD*i@ LNa��y�g[@VIH�.3�+�d 9i��+,!�soIX�v%s, loc ) 2�EJ�j�&�x/se �oI5��� ext Qq"��?d����I�r%+A�reg, Q) a R� � � iI}�di9 ��.� D�:�R &~� !�Yz} involvwF'Fwe,'s Q*e� ��U�.py` , :� /��artifac2v�c�:R S�&eT ng�!�l�;�b �V�4l-W)h's�� . H 8�!um��<��{�;pVzA�]" r3� dt����*�wh: `mkdir ${MODEL_REPO_DIR}`��OM� �,.f�i5 QR_2A)��"N3"��or ��N� �i�Y mpat9?�Ru6� �y�I&� )`�v4va�I�W!� I2� 9�Q1 "�=s�&��masw/YS� ,V*?s: C�V� 5. IErIV !q-�}tAcXL�2�&"� 2 6��! ElI��5🎉 � New-�CLI�Q67r$�iU1A��! ut�~%Vo$*!� �@� XX cycl;��_� �-h@%See�Z� 2��MU�R ADaa<!�)ءS� �*� L6o/Bal���WL8��Q�"���5is ^R@�5�Gry�6 �-Cto execu!� �. �’\-= [���://!���) y4�aNt-,: <Tabs>  Ic�D="E1"��="S�<��A�)G">F�ravDWZ# Auto%w ForSU$C3�"#�Z<�+ izeru#numpy��np3 ne��ora2!vD)�*R =%'ext[""B��_g =� [")"].to(](enOd_�0 =\(.A,�(_tensors="p�p�angw/ L2S�ostz�`��*% .nn.?�max())([0]).cpu().%C �ra��8g = np.argsort( M �! [:, ::-1))߂�K "neg�d�neutraN�p�?ive-Zf�Mnp.� 0ize(lambda i: M[i] {��un(}0�o &-*C!f�ext>a_dir>E���+car�Hnlp/twitter-roberta2-"� u0aZ>3 =E�U�~+gv�`ed(r �E"Av)rV�/ </Tae�> u�2u�Y "B {N��q�nn>s�  S�6Mj� (nn. mp__�=__(self\��r,size, hidden ouy >super().F)EP.layer1A�n.L-(I�H2b:9 relu 7 ReLURW2 Wb�,�y� �x�x =.�(x��R�2.�0x��Jx2�1, 2, 3) Tp�M���["�m� �{"x":���� (x, �EX.f�!<32).unsqueeze(1)-~�3U�XGB�6�̀xg��1xgb� pd �: =K .XGB��A�{ �Z.Keڕ�.u>�L("iris_xgb.json").as�x(1J�L �mI�s>�}Cd.�#yC%�s).���?s����a"].]�Ba_-ɭcFd�os>*�  f  :� [k.pyF�-<#� �t��s Py 9s 6�runB�&j F � m�^�4��/&m�dR> `" �~*@&�J�'bB `��`�>(L?�� `m�` 'F� 1 9 !�C�P� 1s �XyH��d5 � �A.�.=!���| Requ5/� |.~�����������J���"��"F�16N���������E�`! ��" �J$thlib.Path�� : Mu�<Map[st�nny]) ->l8`���,|u�� X�R�I���cesJ� ����xɕ"�-,. <ul><li> `�z \d�&}:�ll* <}.; g�42��Qby�G!l~�z � ������.</���re�`0 `�Iwor�1���NW@s�V( ]</ul>9������E�F/ : 2�y .ndaAC]��A�2B .TK]` | "�|U��6t%�re�>EA� �]Iy!�IyJ�*`X ` my>`[ 7`a N�� . Co�*�3s�ia � P-ma`v]�a���r Xt hE�! corr?L�aV �0�#akpskw" +.�J9:�ZL=dor�not�d"+L+rr1 to `n�a�-�as� �:�U �li>Do�_,g�e�:� %�E%^i�Y�F�: AnyY�r�2���}&��A��QܱE�� ro1^:3��.�A6�ny� �cp&M�AUG. %:�2F���)�RB.:T)�:e�X� �s�or un�6*2XA�[x�fi$�K� �2��F��M��2| "CbUM(shh!�"!%�#A&�Z�e�"J>p , sk L, lQ7gbm-7#"��"&!�*�a��g��s@edM� � |������������r����� �� NN������E � � �h vh ����X �X �X �X �X �X &X �E �b�� ) � :� Z >� K�B�"� ��� ��%US�W� �,Z �C�g]��.� �� ���>|Dho<"� V'!� GPU,4 B�8�76��@y#�.]5�Vcau!� �x Q!�%pos�sor,LAcVll ca�in� ��-ˆB0o&�/W%a%I�A?.k �Ez�  �w�zt :�/�<!.F� j�.ai�^ir�/ rty "�.tra�+!Gr"�?&$�)"�%s:.0}$-c+E1.1.0j9 SDK 1.1 (*R')00l-1f0 6 30& "� th�A�s&lyKth�xd �HmeH�2d0f�pCo �A%�>eD$�l&a� �h�~A�&�21X=�j1j1<�S ( <summary>�Cl\|D.�!LL&>g</<K)�==%�*2irs=�12.0 att24��qo3035.20 cז==8.1.7 �+$ama==0.4.6Dta�@(18.2 duckdb?L0.0 google-cloud-big�j -sto)e==2.26^&==3.25>;ojinja2, 1.4 �1|24.4 f 0.3 ���,2.1 pendulum!1.2 pex 9ip=% protobuf!-25H,yarrow==15.07yd%Fw 10.18 pyg�z$18.0 pypik)4 8.9 ��st!S3P�-parseC.A�==6a 'es O32.3 s�CS;,��!nsy�dC$s==69.5.1 &�;c��or-�P%42.2#-�c"1.2!*sql �0U�#0� 7.0 0�4.1 tqdm!. 66.5�lguard1�|Kng-{sEE��4urllib3==1.26.�>20 yaspin==2.5.0 filelock==3.16.1 huggingface-hub==0.25.0 packa�==24.1 regex==2024.9.11 safetensors5,4.5 tokenize x19.1 botocore==1.35.20 jmespath40.1 s3transferGH10.2 pyarrow-hotfix06 google-api- P2a2uR 2.34� roto-pluse2db-dtype3.08cloudR� i8resumable-media!@7�0thon-dateutil9.0.postTrc32c{!rmarkup!.-1.5 pytz-J2 tzdata 1!4exceptiongroupU,2.2 iniconfi!�.0�luggyttomlioBcertif!�H8.30 charset-normal!�A3Ydna 010 asn1crypto W 1 cfG 1.17 $graphy==43l$platformdiA4.3�openss!-4.2�jwt�@9.0 sortedcontainE;2.!��kit!�1�%�pickl%IHwheel!41fsspec-JZnetworkx�l nvidia-cublas-cu12==12.1.3.da-cupti.!105>da-nvrtcn!runtimef#nn 9.1.0.70`fft 1 2.54 rand0!� .106solver!1a� .107!p!�!�0.B nccl 2.20.� nvtx 6! sympEq%�triton!jA� termcolor!�!�iU,apis-common-e�e�6A�(grpcio-stati� 62.3 A6��0cachetools==5E�pyA�-modula�0e�,rsa==4.9 six=16a"yc��221 nvjitlink�6.68 mpm���. hAk���``` </details> If it doesn't meet the requirement, a custom environment can be created by using: `$ tecton environment create --name "my-cUD-env-0.1" --descri�3 "My C" Env "�s /�� /to/.,.txt` The `B( should lis �necessary pip packages for your model and ` �,[rift-materi�a��,]`. See the .$page Lmore -u. ## MYC�  ., defines allR� meta�b Ta�( is used to��ister; � through ` � )� 1D��.py � SDK Dock�!W supp�� �ś'Hboth `input_schema`!; `out.@include `Int32`,  64 Floa  String`,N arrays of�se �%� A��%~�!~ �T### Example <Tabs>  XItem value="E1" label=" - #1: Se� 4nt Analysis"> aVp�^ from -him!()�-�.)9 %Field, � )�=.<( a>="A�_$_4", # Replace B with!. actualM:T I�(="pytorch",y ="&.py .�=[�("text"�)] E2�= *s1H/ .}@ s=[")K-ivl-�X0"], )!t !�/Ta%�R�2F�2:�Xmbedding��6�Int64, AA�, E�32������info", �r�e9N �( �)��R�3F�$3: XGBoost��2�������-�honm�e�V�a6 actaF0iris_xgb.jsona?�KR�slen"�),��("swidNpZ0p60n �Ib32V*c -xgb!�2�N��##�Vhference` Feature in a Batch View0I1f 1��_@ invoke Tecton-re�med)�s�computeC�Q��#c Ja abou�is>. He�s an eɷ:zrpandas_b�_�� , Entity, �Source, # �<_view, Attributea�-B, Rift%9�������z] �� delta, # D Ű�%ty  = �(��="user_E� join_keysՉ �)])[apa s% @J/(�s_�aH� png=False) def chat_history():iT�� R�� df = $.DataFrame��columna��"ustamp", �UmA�=[o[ =1/+$-05-14T00:thank� so much!.TRE52EXI am very disappointed.�J62J okay.7 � ).asas({=: "Q; 64[us]"})�(return df 5�_ds =.�M2.�"Q�c� =.) @F)�I}"� _bfv��=")� Ics=[.__ds �E�i  y  {C =Ae((days=1�%q�startE�=1'(A, 5, -DER_fj ==_x Ns]Z� >� 2��)�[U�%�. 6/ V- ��$="roberta-5-v0 �)�eM&# g _P# Turning off `online� ff paa�T can skip��`*� ` check.� F=True � J run_<�D_valid �e ;d=V (I3�{=:�9� # NOTE: w��end u�8 L4 GPU instanc&#  i� �+; g6.xlarge �)� �) bfv(Itable�+m�� <## Local Developn8& Testing To l ly test$iterate on���, %�R a `Mw�� ` object $notebook a%e `Er$.run()` to��ify%�� . U�he� �Bh File�s belowJset up� ��6�.�� k ��� 2� �:�� j�%CM�Y�Y6Y1.�s`� not 5d, Ei dY�. HIn�t �y zlts. ���EBe3{��: [�Qexcite_ .\�$}R� J�& IA�N�ormers� Auto5ForSequ; Classific��� ^<TD  (numpy as np :scipy.!<ialw softmax �-prepro�or�6, bext�9"� =[""]%g0_�=�c[)u ].to(Bencoded_�� =\(A,��_2"p�pa;�� L��2S�ostz�s��.nn.S)())([0]).cpu().%X � rank��= np.arg�( M �! [:, ::-1))�x ["negativO<"neutral", "posi 1fn lv 4rize(lambda i: M[i] { esul!Wfn(}0� &-* load� !(� _dir>eY�X = "cardiffnlp/twitter-�� base&,"EMM23 =E�U�.� _pretr�d(r �E"Av>rV�a�&� �Af|ve��!��rx��$have two o:� refo,��7 ���. 1. R�3via)�  (RGF ?)�!j then�it�a�SJ:� 2. C��z ��te[ arily c) \� _~��session.z4%��F��z�Q�"� &� %���V���.1g(j:::cau� 81�- w Elictssa remot-�,%�I 4,will be used�you se� wa� wIKmait I ly. � m%�$u' �$either way �F�, b+y edd��� l. J;�k d aboveQ� directly ��= .�� ~� a ^2�\ imit��s - Tl$capability (currently l,eWJ�t ( for Realg�= eam2�s]om!�Psoon.�--- sidebar_�ion: 7 G� �� '@theme�$ s'; gTB#�& T�� FuncA�Advant�romCrel� docu~ 1;�]# 6Fs !S Over; A& 5�a f l that �$fies logic (run against� �yieved �externalT. ByApault,:ys a5�� to6�.�follow!�Q�shows a2- � impl" �n%8 body�6A5`my2m`iP:O runs `�k_sql`�1EYre�js8)!aN--!T`�_one` �� two`2b���="�� # .. def :�� _��  f""SELECT��_id�aP�6Z_a AS��R%b.%twowFROM {� �}��AlEu� l�32?s ���,�d outa�!�.[%�-o s id� fied� `@6`(` decoratorA#�A�s 6'�b�`ular,; coverh� { 's Web UI�e reus!8 across multipl6�a`#>�K E�o��# I�D%OA�a>�3 a�E�)�UA0M� # O _W��BLisa�ine�1x6��� �!�� 6=Fa `"�`i�mus� �:  ��c cL� !����feVt`g!� AY� �. I���s�}n oneB,, aA�`u �`*��beXto�ay which p�%cor�PO��1"�3.U�� Ks. All  oV^E9(�sdq�A !�5 s!E:�E� sJW�� ��I��!� �B4 needm0 wr( n. For��,a0>s,rH H�� SQL,{lex`py�6���F �A�PySpark2� API.adis X# -$beiQ:�!!at� �e�$6+BJ!�^��*��/:{BPofUGm D�"p 7#FN �VC �p## .���(="snowflake�;,"` | Charac� stic�^ | D*y%�v| | -j v�2� Summ&R|X��aA� qu��R!Q ed23 s |J*l#e:i .U 6 ��yinR� .:�ş +s�| �84bricks, EMR, Sn!�!�c% JY| A s$& (� " axa �  genea�)JF���Z����|��&"1< Ź�)"0#�\6� j<has_good_credit( _�:��R J .d> .IF 2t0 > 670, 1, 0)�B:�6/ .H62�2= �N{2�X ."""d ��>B��&_u�5�� (yk SQL)��q��).� N)2[s����������)��>m�`� ����:�.��ne����.���P�+ �� t��execu�Z +��� l..�!2��鸲w�6����T����)�.� or a��!�� t>�[��F[��� Note> J|�rd�tzb��h1i�f��-� d + d s ifGr clu 0: thJ_� � */``�.z���Ds H.sq"� as FH'2Y.a�C@'b�#:� �F.M6�[".X"]">).�wise(0:$�$df.select( x�(df[�& "].alias(*m%),Z�d6"S6T&"p&�� �� .� A�.�>�E�E��7op8 sX$a PV+2��!Z)T�9 |V��e�6���� b� �� J{RM��JM�JB� �Xr*2 ��( Ek��.� �a�<_amount_is_high(.�$es1#' U�Rpd�Spd*�,�݁�.O6j� No[" )�A= 10000"�+"i3" `�=!:�� ��^�A >�.ҙV�d�ddi%����/F/6V��q�V��ܖV���V�?"4��I�Z� age(m{,� X$e_of_birth9�b^q� 1i� KE,='K$iso�u[*i ]).r8(tz�5 =Non�$dob�Ug '�P["USER_DATE_OF_BIRTH"Z1!� td =F�-2m��%{3 4age": td.days}!�!�2�:rA?�: <6+J�/>@,< F�*�>M3� ��j�,o�`�a&�:���2�2�3:%�&���2my:[.ڕ�>�A�B��r� #ލI^%�i�!!��.�gus�e�0i% ion,4y �ipe�&"\<c�W��89�e�!.x Q�U ��v,I 5� �5b�r�q=# Guid�cusaJF�� $faput� onlync(#,�a� I� =“�”&}7�=�s. - Anwcan�j an� F4 �.�-tead,�5$vo�,s�@beE�relD#cla�i�oI!�� . Yoj0 also chooA�o�vero upst�Bf�a nj!�1����$ �FL!R �"1�"f�1`�8anyN � io� They-)� pass��6"�!8o! `const`!� ou� b s`�# An a&~"!I�J�5* A7>9"�$aB5g `{B�&�"�Z���'. N.��s:p'C��i�%Mv.R.&�at[!�qe `) -NMF��ioredis2(#��##GUe�"n+�%0nd Dependenci� � !Skm�D ij&6=s�)note :�'s�`� `E+`�.> E,Ez $�A m)��!z�� :�%*:�9"i���6B5F. Avoi55��e Fs (e.g.� ` z `!ꁙ of 6� `)^ny�Dd �C � ae��1� sign�<�$st�� xed �!�1. �OB(5$`1�)i>i9"k.jBI�I�5�C^7, beca����es u -.� �Z�Z`�B.ar��Q#M�5= (�(6gZ :-�&+ ) ->B:`)zg.6_�* � #A i��5� hint�B�.�:6Qb@"[:%Y ��� iE^� q9()�6.� 5F$Ym8�a ��UF��7a?to:�U s O8 �yV done���Z�&� +$yc)A@'��A��ed�;� s���a ants%�F)���fe & j�5eh�5��: - EnumsjB aEa_,A�int�3st�!dic `� ����-Jl�9�Fule., % takes��v���2� b�1R2�*��amy2�j6,un�#������q�my=�["�5val"]G5-u�my27 ] >=$UY�EFR U� T�PaU.��BPf(67s �#*�/� ɿ&FN"6Lin UDF��b"M :is (� $)"`).d� a�� M,`extra_pip_d*� `Ti �c�@�Z����2`�4 EMRC�4 ` or�L���%6$.� !0����&7new_em�9>`��0�?�4m46(>$number_of_�PGQ4`V�J�S flow�O2J�� _ver�5�J(hon_3_9_13"�4�.Inb\S7� � �1@y Amazon S3 URIs,� ��v6 ow�� . EnskF�1l vIAM role�;&N' 1/ pro{K has ac;xrea2t + ��noE�U�,Q�35HQ��R� egg g (3� q>�7Y�U�y!�id�6):�4 <!--- TODO: �?�QN---�PA�iswe're � a���u�3 `log1p`�TU �a UDF)|Z%/q�2p 6�. � G!�-��Q3%�tok �i�a�3;Ŗa� it a�  to&h.$-or1D6{"���aF�1�,�/DɃi�'(B.k�)2�*H.C6 9�G sh>" 7ies�a_E �&�&�& �� �=[3cl+aD1=�E(ies.product !"Q��E*�Ee j9@%�"fK�5.FD�D�H�]QN>F year/Y$1, month=1!�y"zFIE~�Fttl>�F3E! Bc*K=n�A��T5�!2��)^.K�Gj@"�� +6� Long�� �5udf(x jM�@f�Cas tf 4�,int(tf.math.%�(f�R(x)"�?) 5��u F.pmy,�(+ \]bz"�"MZ�"d("%< ed")�"�)S5F.to_utcWH�(F.col>�"UTCNU�" J"�m� :�s��2*h.� �'is& �-��M)Fa�:  i�E`ds� �.a �i�q.9�W(.�8*y&,�2ch�CbF6�Q  �s&' @32�M(� �(!):IMn6Aj�I6e��J["c�Kc2�A"NH�A 1, 2�Atpd.Tim-�,L$2-01-01T12�$Z2 HM��.c�W� Y�2V {"�":.�, "�":�, "ev�YV : ts�K�KO�_R�K >�K-q) ��6#)O.6,�Jy1�H �>�NCon!�",6�6&�N 3e��1in�N� _A:�A�2E���`F�.{:e(zr IwU�1of��-�df2�e6�B�6�!�~=("��i�s=[=��!�B-7 n� 2022, 2, b�L>\ � Ts=[AggrEe-��V]�%Qt64),�V="sum"� _window>7)�a hion� ervaB6�)�"IK>�N��P7DjR�A chai��aadd_impr�C-J�>��򱐅��)M�^; _df.v �)"b�T.lit(1�6�is�)M�i�FH2�� � � ��w�5�5� ^~�an��V..R ^�`��zq =b�E >��6�6�6�6�6�6�61�2&�#66&��IVs��:a�N/i������ w�����������Xr�hte_F^e.�2��e&iA��b�#6!V#�ex method `&�2� A�^�I��&�&�2 �c"� �����F�F�F�F�FiF�UFrQ�� / �b2ef�^pz� �&���ٽF%ogG2��:������2`2�-�5�� c�$(Nc�l 1(dfAf2�� �df1�i�(�(R(�*�*�*-t)�5�*�,b��#�+1�:X** a2GHBu�s����������ڞ�*,0IV�f"�C * �B {df1}"������������γ$str_split`d�Q��i�us� woF��%&�,;`"U- a5ic .e�` eon a J!�OK,K"��/::C/ alcu�S some s�I ��J�0t/�g2��.0'S>.X�p�#6�.BNg,bh� �mR#�.&�6M6�,� ��1, ��u2{, Boollk� �3!�ort auV8  7s.a.�02�=�6�v �6�>qsQ�ia�gI_toI�, news�[, �2m�a6D~WS*ae({:o }, {`})0S{:�&�GFR6S�G^u>keyword~ts2  ���-�B*I"C6{6l}�$_6.s�]>3%-num��s64�q�)DMB>(, "bitcoin"I}c+S_ 8 �}X ._�� ZM N�fqK=[-] 5S��!�*�!�!g"m�(qc.o2.e&un\>F"�1� �)1~�!R"n�f1tNP" 20206�hJ"65)"-kUU(6�me�$ =�\60,�b&�-~��(1�s' '")28 7�ts(6d %s<� # FAQ: WhF5’t I&\)"�&$�/��o��J5?FU3aUU}d�[��bchange�V�&*�:�_put2�v�:�(R*�U eans"b6~�3'id��`:�:sW)�W ixed ].! _�W�let�7i�w�8� ;�%Ց*� G Ba�bc�C�^�F_all("* bJD �C �C �C �C 6C !r�&.Ac�B:Ck.�{�(m2L)�b =�5�]�SComp�(to�1ngB0 �)of:�*A�e main a&X^ofjK�5BLa��1R�Z�_ ->�.qU�ZL ^�Z=:Z"�,�45E�48D",8�:^�searchF7��P8UI.�8_.�V -,�9�2@3?a�" _? �aed)- �rsF+�! 2_&�Yr< Y�Kbg abst Wio�at en��.-40�3�� �r>�5�zfE nd s�_ngz;!� <�-`\ul%K Mana��#Reag�7d�e�. MO!L�g9*)Y stor4ofGm&>���F|�Ar)�&a6 to m�6m�.mor�jl d �Z \ingE�**6.1:**>U�3i.<X�k���_ !Mn&j?� ��.5�A�b~uB i) &cas�,E6{!�**�%ies�j(bm.ess"� A5�a��<u�( such�'�~erA�P�+�:P�4atS.e&Ms�>o�f.� ��1ure��M6u~�fi!E�e>A��< oYC�Y�.;,� wellmonitorCQ2  �Me~�OpaBL| �d�v"�vN/o! gani-!� �<�;i���N$0ngs lika�"�I8tagA�!�6�Y9qw:�0%^$e semantic%� what�)-�xurulmh�$ ent.F[ngo:['s:� or�� therefabr ide��da��vi��B5a@!�re:l�=� ��1�Zn�:2J�*�Store !�)W06< Diagram <figca%�>fd  il94GYs how�� +9h�qct[  eachi~.</R [>h-%x.��8re%-3 �;F$�`Ba>�ys�M:�A ��oeqre 7�:aca�1 9aU��a�"�OO/2/or Ot�%T���`I .�`St�A2��Qn!< near-L-�" fa D� �,� Push.�,��2�[F�KR�.�`VqPR_a+q�s�lmd! x ka RJpst�F��J-E�#2@ � ]{Eng%�nd>� Ev�].x�3>�Ef%;associa2?6a� trol�A�- X ]' *�b . C�v42Q:�CKy��atibl� g6ic\�e duCA��?��(e- le�dg\ ���= �`s��2� d:BZ�@|Zor)a� &K^�pe�-�.|`NamN�]| T�| �N96L.�M6��Mj9s[F� ][1]�|"�@, `2�[bigV`�`e �U`9"O�9` sJ4][2ts!�Q�|2�oBsR! ][3]:�0.sA�ROk>�gE�41� �8vs.�CMode g� g#^ y :��N� } ionarQWa�q�H and �pec�to� put!~"�O.6uZA�u *"1�, s�j^z>8. i<6��Ofa�Wn �J.1zsx"uCs no ad%ihJ:yBt How�N%Yya� slowe�8N6.눁\en&e[Ziany rSl*�C�8%�"* of "Utd>�H op n�Dtru� �:FE@J ir;G�{ine appl�v�gbOzr:{ ^�ni��mJt�?-��R%s"�D V  d"paffect�b � �G�E�Y� I �4dAgpi� �TwM�$ �� mRI�:O A yw� i� � ��) 6e >�*�; ean�>�kE�B"oxer s a �A�6{!BT{�'l�y+ b� U-�l��oneGE2�F2ɫ‹ individ)�.!�� seKv2Y�E��&:���f3# P� &kI <=[.*���:t�#�4��ndU#E&� q�� �7��r#B�jQ�2;w�@E�J� qM�{r:� !2R # � �wner="2� -:w�x+dEI ="D F*�={}�:��f!6Na)�BI{�*6�gpD:��KAPI&9 �k$[c param��s avail &� AyaF.:c Nama�� ��s��< ��E2Js,�6G/B"�  n aFt�e2A�  gI%'s�i�, system. **�yA:** -�!� � A� y le"z(s (a-z, A-ZIMN�Bs (0-9� G< - Single undersCs (\_2&Tse!~tor%GNo� � al c�ks�Rac�r�s�biv6a2 perm�md��V!�-� � �`<Ep#ZH` - `bIavg_7d� 123`:`inzb-b- b (hyphens��KH!Yxy` (!�N��@.6�i9 � gs%<60 � ��R��C �}u�)G\D errors similar toj I}VaQzE(:�mE '-�e�' fai.%Fa: IJT��rFC'�FV'&�oR��]<Es (�{�M� a �2�). �Uj:�{a�>� ��sE�*�by0( 7"�s(`J�`) 6& u�C&APs sual.� $�F^Ee2�Eh.fas~a�a-�5.�.�w�)�I: < �If%��zU%�exQ i2yۃ!r%`&` ߁#�� �_ -et.�wm�� ed `��sLP�respon!� orde-u� ��H&�>"K�� -Wst��e{,� 5g:�9�%^2K�AT" �2}�LB% �^��2U9#a*5 �B=vr �2dW . It "I�r6ZZVys� ,�|�:z  �?I�R��ngIV.��QiSDK�Gvid� E0of �� �G!��[v="��� X����� �U�H.,"� H n�� ReaAN��C -.s9.�DeAQ Pa�U�5a�M�&fs1(�wXe GG�%ach� le�}�R�zis�saim. help� !)r0\x��Oh5uf �by pr!~!+� ��onHd �p �. Qes buil� Iinqd iQy f� � /@catego�ODimen�|s**���Jle� st�R�� fNj!�Q � ��>�1G SmaclT)GC��>�ve� se�!*?8��:Z"�)d6 I�i.� ::�s"|��a5"/7 ~ e-t�Xty1vBErBK�! �.fiVXing, bu�YaZb*e-� #l"�a� aj�Ye_��)o Deri�} �-k�c� �e~!echniqfm combg?� postj��K!�basic5w�y9 5.EN mostbmo�[u�k�.�%_ per]s��%J!U1J�!�- v�y dQ� upda�j� &� �1[)V,M�Ji�� Q�1bv���re qun��|��N���v��v��|oG�s�s^��Z���rj*��%�� ya�peS| A6J"��"0 �S���i�dZ�Y�MbO �/ay����| [User� B}eP](https://github.com/�/-ai @sample-repo/blob/�%/�u/fraud/�ms/�� 6-e .py)%�Up�< -"� �kFiE!���ڡ)�W"6_o�{� . Evenp< orig2]M��)�(��lex`]c�}ges�to_�`�r!�3�c���. |����n�� ML M�% Ou�.�q|of- Ol� lyE d�a�u ]$ . Ea� ZE!z E51� � "� �*A6�zt^q&����E�adsY�M�_��sI�&��E�m N� �ZM�.!� m�YitQh�)v� f%io��2@ �# W� n��fd!�eW��J�!,�T� X3(� ����&�[�U �# 1.������5�5*5Na�f>�s�s�s�����f%C�O-�Led.7��./&){�'tin�r mean,�  du� a#il� R�iodK��(last 2 hour�90 days�;�p�on�ric����:��:�} x�p5��A�Lif7./I�|6K�fu� ata /���F�| ��=K ���!CSecond�pKey64|:�"�o,�}�Q�$ �Pke�Z ����6!�� �v-C/UsA� Ad ID�8.8!� t HB�6]| L��of�viousqk�]a�Ρ. M2�uq+�Zuil�g� ��+�b�<n�ageL��B�BAB\F� �:�E6� �_Μ��,U��� h�e �als�(.a)"[-wPr�(%a�lx�usc se]n]`��!�incorp!�/� i��&ga�#�l�'��� ��vice ID)�s�h!aOl��$ H�JN)U ���"+A� '�e�0F��P�"pu�all�si� w�m�Q��ca�^ impo(l\ #��!�&F+Y�it'�<an��d=>nguish:�(Ad6O~�� �� � ��������:BY  |J��������E �x6�}� ��r�:<br />-ݿ� ext:�1 "Z3(���%).8& 4edr�Ņ:�i6 **�3�0x&!B".� 30-day a��spend�Rͺ&s: ExJ�l�$� )&c�i"���s�nlsn��a�Pr"eo�% FW%�L="�ep��nre��es5�Cj֘.��'G-in‰-�4�A$ �  UI!�: Write��lightwe">1 3B�).B�-style��ay � 5v��C�t��%9exF5 �� PF ��#� b�%� �nce�5`u �A� � �P u flexOy��& r%#:� !�� M�M.� s solelS,1i�E e C�&� m�& *s4&F . p� ��  A*n  �-�.z!�)�{ %>!���A�-le[ fit'*F��"�!&-|i!� row-by-r�2�!9Yu �5�E|�&>;����@ %$lexY� EU|3��P�{"� � b��� �5�5z5:��^����.���͖-d:%�(Q)s� �pay��Q~� untr"�E�� on��_�/long�:���!�+-e m �,| Apply heur  ;�reshold 4eX "U*O A�� Is Ab�T<�pp:� _�/=w� �� #D�!ٵb!:���^�8y*$ � ��e �5�"��QL�l�+�.r!b be � B�BO3�6_8n�dxB2�=���#r�. }.�% �*"n�in2 !�6���0<�)�"e&mB�.1[):�10��[���-�Bd~_�����N��������z.�{�{�{�N���%�Se��"F�L��=�^(��q���'*�'� 9�� �﹉�� ����^i*� t-��-oA (ad s / ad�Rgs�ǚ�a�M� L$>J�%��0)��)��o <|� s�sMB�we\:�ie���| [Di��cs? �s6��+dj9ipient� � yJS�5�$ Y=M,!q&5*%����5H6B�#�n�nzn�>#age (c ��n -!R&ϋ����age%�a�F6:|�$-���� &�$�F�}�\Y-J2!�v� �l6�B&Z>>�-f ��.6�0 30a5 �]�+h>*�-�jiay�;de ra�tha;3� �v%os�H� One���5� , Bin&, NKl�H���# OImiz- cost_<>v- s���F3B :� ,1;1��� l of vQbin�8�4o�0�Dh��y�qc�Ftre �^a ����"1 �� #74�81:rN����NJ hZadd� �� sume�?�%���&A-/nZV�la��e6QA��6(rbGour2>@�{10 mill�*7�}< 3na��U���doW("*N->�oI�C>��55fƱ�5-�; pair�Fs"�AZKsf3de (A@5�J.�^2 ē tr �-�-!��nd AL�t��60xprohibM�lyAe�2ve�@n�� jdžon6K !�A��2�)�o��6an V�D�Z<:1����dw��1á�>2:q�>P�( 5٤�&BȽEY\Q!'OA Sear�N nd R�B+I=s,j�# �6!{0,effic�5���%���8al:Q"�6on �J=� � y ke�1z06� �&"a� a [!],Avp{f oundl�D� =����dm>4;)ia 6k��M8ires �GE%~oml V��Rur��=e �$�<�om}#O�I�cha(Wd"f?%�QiI6*.+E6�'�D���!2��A`�/ pastX� G4a^Q�<�C Fs (D�3�WbR"�@"� ����JnQ�9b��E��6�F"�C ~U�HF�� ## S�/�? Re#όTo�9sh~"+���a�SKA�Y�+r���� C0 [��S0�ie��( ).�w9bd�<��'s.\'Y-<'�raa�!��ke^� 6>'sq�(or D�]e�ies��Whـ��appro/u9s�67E�:�ia-- mc kn��setH�, I9!�su�}in sce�IozHr:�to fe"P6Z n un ](!�@$.(k ite)w�wA�is situ�-oft�6ri-cin �je "R;:^S�BA�v��@K>���= M;1?�9���7 �( �5�'s9�1 also�*a�<w)�m A"K<"� �� �.Ap5Usp� yE)%�2nŷ� Ler%a� �g&� !�a�h%>� �Xs89��s� e��N<@gi�2��. af�Mi�n n.Y�,���6Fe�a_e�Mw3&0a*"�; 2"�=C>>K�+ ID, � K!_s �X3w�Red� AdIdA� -(1(Uay, 7-QCN`�0!a�total-�e�y qBlA��;mdk� 1� mocke���!.�s�K5� rd N:d�`fi| ��4)cJ$bw�z`�[�i5a(�:^/#:G(r$ ��3&6u���"'`w�%�p�sN,s_-2"�~�= &�a J}ad 20P5-14 00"|�1�I�6R612l2�l,23:59:59", 3f62_�5.�4f63:6�5f64:6�6f65266.�7�6�8�6�9�67.�10f762��77:7�1j�8:7�1jVA?Y 82�jW>7.�jX>7.�jY1�U�92�j[1e�8.�j]16692�J_/�E68282Q*] ��v2g����;Q� colsg�df[��f�pd��?��(:!)M�b^�k���Qϵ�"�j�G=Za6M.�zGo\� gI,"� j��:/khbɮ��0,�^b � r_�>ރ�"Nۃ�^�g�# Lk R� 'sj� � getp-ad*�4f3PW :P�s=[Jj�� ֍{e ����ary_key=A��"E.'�vaR����Y*� >u*1�Z1h2,���b(��M7�a\� y2��g .j� �k��ЂJ�i,'=�duaoZ��'=J=p�M_per_�+d=|�i��)�&�,i"M�sׄ2���sumMcw�����f�7:v�7����z�V�j�N�]�R/|�Qad_0 ���n~� yY [.���� "%�.)3 ���� , 2^]�NP�.t��&�`.�i��.�]H��JIJter���s��N�8� rX�PEby�Qid`*� by `� Hr::&��5ay wotR why�3S �2�]:.a: MQ�����~ad�I�"*�G�~��E<y�x ]`@�!�BJ��HG"�)��a>�.%RB:an.� �a k��) tupldo$�5 U)KA�-bi�]lv5l_ � y&��do �qjw::�Y&��B A6�( Xonow��� _Q�%� id_,�.out hav�1an AiE��=? R�e�a ?q/w!��V�!�"�O� �Q�� �>2.�N � �n{K_'Mp2Z ��*�����:2�2  2��*� : [y. #q�9),�N 5v 20[�3����J�.get_ _for �(� )- �() print�n�V:::tipMo�ma �l R!�r*+�M ,qs"�u. }%-� length�")�}�!=q� fo�Eah1y���r�.)S`�2�4a�=� of Va*b�E]/m � �u.oge��!or,<$�t g�2LTs�� m easib�zip�>iFPa map]aG|)� id |E��Al  J�\_\id� s_1B^$:,7br"vo&� >� z9j���^u7�u<��: ": .VV�,Z�*�ZS�<F;����$ 0Q:1�02{&��%'+ 'ez| �,Zi��4�9 7�4��F | [7�9 2��1V�&^d!�9�� 32 3 4 5 6 7 8 dځ3�9 42�4 13�X4| [ 7 4 5 6 34|#11 12 4�gv)�}��2.20"�d!N13��q�,ZځAI�2�hi�| [20��F|!^��6"��l@� : "Oq=[lO �#age��" title�(.�$PrivatePre�!o-g T-�ocu<)�;� �K� ϡ�F0ttier-ignore-�ʡ<:�l��s={;"M�%�"�XDSO�.�"Av.�bp!-bW(.� s --�#� �!iAVfu��releaseVLc Hal.� & �b;m.��]} ;�R�end�PgM"6pCom5�"(�i s)�qhf�%�ofF9[%/F� a�2 ��Set΂�_<Wd�`0 yourJ=8 is� 4 � � �wul� \ jobq| !� 1SksOi�^%�1il^� ]��? *5=A�m�A�ZQs&edOTE**:�Fr��_AE�_��` G$be `0.8.2`/?he�_K�s>��:T�wit-O �0"���*( &"�&:��J? =� �zv.16��j��&]�Fi�"A*h9s/ mode.v��"� +\_�"E/"�{*�\ �1�=��{&)�E� yFk|'�h2� /� ^ ="b� ,*��i*��zI", ��=%��� �?CJtN(.v;O"Q~Cid�� ,�I&�.D}p� �� Item^�����A�q,"�NW�,N 'f��Fb�6Z�!�����v%��> a�j`|UU �24�u`P)N(2Y�1�i�w�ubR qw%�_9�>�7Z�m�>34tart_time=date P(2022, 5, 1), lif_sb.4.8batch_schedule=S(delta(days=T(online=True eoff:Dcompaction_enabled/Dtecton_materializa)runq�="1.0.0", ) def user_average_transa Yamount(s):�8return f"SELECT C id, `stamp, > FROM {.DP}" ``` </TabItem>  s> ## E� O% C� for a Stream Feature View 1. Set `c.2 ` on yourN>,. This will )M�T%E to 1�=u$ jobs that 7-�1�/%� f �sOin%ed tiles�a]8d interval and 9�e them�theMQ,store. 2. Op!�ally s!s%!_tiling1(` (defaultsL`False`)!7O`-WT6 ` seE%tyimplicEI,s **NOTE**:1P-ed�( views mustA `z�E�0` or higher. A&(python fromM�� ort �-c_nt, FilteredSource, Aggregate, Lm�Window.R.typesX(Field, Bool %q�!A�e�, @J�(!� s�=6�( /�D$entities=[a�]i�4mode="pyspark" ��e�_f�=" DfM�=[�5'4(input_column=% $("clicked")), funE="c�!"i�_w%Z=6i() �h{Nu�>Ntsum:rTim-�( � _sizB]7))v �-j-^� 4, 3��~� 4, 2.���m=����%�_%�4s(ad_impressio>�6.select:2["A�4_uuid"].alias( id"), ] ]l)a� ###�"�Y 2h can be�wd� .�s b��ting Z� paramet�: D�0 is recommend��or��d cases with hot keys, i.e. ��$may receiv��dousands of events per day.� r� substanti��reduce i� wri��read,���ag�b sts �these�$. However,�� kŶslightly gH data freshness due��micro-E�$ing, so it!not�Z"�� ould) benefit ����!�Y�.�-�0Tile Size** �R automatic%d!� mine!re a�!`�s ]!Te�basE( " mallest a�� ion �, across all ��s�6.[. | SG��G�) |1�� | | -f F3(0, 1h)��B | 1m:f1h, 10R4| 5N2 [10h��6m | 1hBe< For example, ifVa < has a 30-minute2qof-b `foo`E�a 12-hq .�* `bar`,!�n1e.� E�use 1v]i&both vV. :::im'ant I* �[Fq TAl( I`Ex doesE�i 3A-yFof �@�. SaHalwaysY�d��%6 seco� y�U�, along�� any addiA�$al processa`�� requir X� � 'o5 >�$you config- a��2�w�a 1)��Z � !�is9mea)�9%�be 1 !�. Inst��i 4be at least 30] o�Iplui�extra��)� .E. : SawtoAm� Fuzz�Js = ��AIs [:3Ts to achieve excellent��formanceE�ꡛ��.� s at!� cos  some��"f�".�:���*��VU,s below. � /i��E~l�� thanL equal��10%Q� kA�^FA�-Z��|N#2(!�� d |9��|��Z?J<JG�T2d6�| = 6Z�fG' 6D | Non6�[2d��d]$ �or:OR�| (10dN�jGdn�� .fGJ�RP haveZ(�J���H dis� 1-day, 7 �30 Q�a��s�z� 7.�t not �nyy=8 c:3� :< vary between 7d� 7d+1h� �^ �����2B30C` 31d depending on how farQ-�L prog� ed. If-3was" �r� .y� USe� � ��0h (see above)�)L� .� 11 �1!e larger 3s'9j ?!�be affecby �ing.  Pe�WBG M &� More�ail��enchmark�Sis st�in5@!�)�c�r soon&+ here are��prelimin)�Yres����L��ic� � tes (low QPS loa� 0a DynamoDB-ba(� .E� Sum.M�2 differ�v-�����l�] Latency RH  | Read *� J5R | 100�G| ~80%.3�� 99%+6 �g3.75�7E�#!���Y A�Exi)s.J s PG� sit Upgraalb/AyLimit�1.qy avail��n2e u�1�fC"Z0 RiftE}Ing� APIA9co E� 3. Cur!�(ly, `approx�_d�ct/  percle`E�aYsup� ed�!R��y% MG��es, bu�si �N � 4. S d_`&PSeries`:�&B�%6�W� s. 5:XOff�S V �R6��is:�.6v sH+ --- sidebar_posK : 7label: "Bu: IM4e Guide" title�*t r ( PrivatePre�'�N rela�documenI�;6 Tabs ,'@�es';� �)B#>'; <!--��0ttier-ignore-�--> <:�� �s={ "M�*�byM.B"A2:S�-�6�---�� e1in a fu�ree�VS��&� � &� !9 " ]} /�N�end�X!�architec} over%�(and usage g!�E\��groun��o� *K ���toV  it�:articl� vers$= s sh@u��j e�g2��use%:qwmfactor*conA�� ## Bef�9I�,ing: Contact:� M�^iPI� Q���rO� also1�s�vi��wlnewe mis�!Jzbulk-�]���R*� ��&: Crea� New2� Veri �t)�.ma2� cha��%�it.�sd>A[ M!3��es? is3�at 1) �� 79� J���z= A�� 2) 6� �retrie^sem�cA/.Y � �. L thosyasons, 1.O�customA�first c1�!�a RJA be�mx cute�A�B� afte� peri���8 or other validy FF7:  R5T% ��� - Si�B� l� agesU�'�$ [S3 Bulks�ort](https://docs.aws.amazon.com/ d= db/�,st/developer��/S3DataI�<.HowItWorks.html���filEQMJed2�j?a�usuw,10-100x chea�1� 2o!� B a!�i�d"]uchN . P��s. NotJa��R"-=!ut M!����typTa �r5�/tribut&� C�A}�A�a s de��v shorAuAsodM�to Kpredicests. ��behavior�Z)�a$ J�� : -�UeT :�introW� ffa9�ov-6p&x � t��explane' ofr s w+M؁�m�_ info� �to��bJ.�6(9 o�)=m I�M ����IUN�bw�� g ach1��2�stN�sv mayA�Bu ��9Q �or 6� �q. (We'ao�on fur�� K-���s �.)Y��r�v� Q{ b$migra�.�/^/ 5�/ OD r* %�% �% !Zort Sl�� I[('./assets/s � .png&� Hoppin.9 9h R9bs:qt2; �� �� �� �� n� R� ae�Qed@!e w ’s2�0Engine. When ��a�:�6�,:�� �l�to N�dł�m�.�u�s� ng�in2u �s ϡzefficien� �Iemely U-w��Y �  (�unb� ed)"," ,��ap&�#� �_( high-volum� �% �d_ � �-&:� ��0 doc! e_concept�K *� al � �-/&=: wU� ,� �c�tc� deWsut%tound�- ]*� , G�5� .b noteI/6� ŪB��#�v� If��’d lik�underN d�rA �%�� �2�tU� �� c Bac�Te�ology%�C)�&Dd &�  &��� � S �#�^ ��A)$ system wh2 maintain=its essal�r> on need�!expz�� patternAl**P�al-�e��a uni�MM�uh b*�.7s b� bini^ fink)�'o.S"` >[b�t �t�&(e.g. an� eq��a �# or sum)�lex;u�s @Pfor sketch algorithmsEK0 [HyperLogLog&� @en.wikipedia.org//+)))"Q1Fio%�an�L2��~,�c !pser����spekan e-�"rc!!tak(**[Lambda A*�~� 3_a3)%� Ao-M�Aa.# (t hybridize�%Hnd!heam%|!4to take advantof � � ngth��"/ t,� -ef)ive, �Hscale .o%qɊHea� �aI �n cleae$or “h )”%du(� i^s }7erB  �e"up>ng videoeI�sjpu t E s��xt�,Yefrau� !@ dedu? @� ��in2�+.� !Step���� �{ Pipe< _.2%p$,�N�_��6� show� ke�Ŵ%�aT�I a6� *fA"s U#!�b� �!A,am)re� 詵�*(. &emsp; *MU!�0%o- Storg%- Ofpre-def�� cade�–*'daily ��rebuil�,ie 2f�%E=*I . O�. �. A �jobc �&�� A�%�� fullRImI% ."sE�a�">.%Ye�Fty.�ref����q]a� e **�kh/�8**. - To avoid�wns(�' �Qs,cF.� �-�-�+ality�� �JG dura=!�6�e � a�6Xmak�8I�c� Eo)�s+"k  � Q A.  s��o� savings y b!�un-q.*�(�.���)1!tbFdMy arr!�M�i�. N0ensura�� m`uq*!Tm{X*nt � possibl5y"�. Atm/imeUWco{I�.O �Υ�u� “-�ed�*8 �by*��a��b� �.wju��F�all�K �F1ignifica�  i�& ! m�V 2�especM+ � 2�ms"}&�a��ng@ ��hi� /u5W onlyX E�+�%%` ~1�+'� rth��9p���!m1)o 5l%ia>is �$ is p� cularlyA%ful ��0�v�*� � ons Eca sp�%ver year#�AD"Xly큈�O !�-�!a**IV ** s�H*O 7re�I��er6�0. If incorrecM�iH �4ed,� �pas�� /eH) ��.� next:�Y#�-!��s�$ non-9��4$2 look �same �* ��job. R�s:�-aALhe��&�$� I*al�- hat �#:�l3)MF-�IF�r�s*�"-eE�r/x doAtE�Y� "�%S S� �/F��b�F� !� / �/Ƥ JV_)�)~� **�/**��/ >a�U�)qu>#oI�%���)�D�$ 24�*eD q E{A�caS poor�)*�*�1��bed solu%��Ma�roblem!�** ^�%a-K rb�* ough�a�)s��,�Aa I�%�is QP}e��q ��a��+!(= G%ts dia�l/th"�?�IN� stat�� O��� � �� e (o��)e 4��in�37M�W �worst-Y�3E��ag6h�key� O(n)!O(1�##&�&t�".�s So�', we’v%Jy�(cus����Չ�顬a2٘o&��a  "P @��z !�9 engage� : ro�T) ?,E8��16��1h �_ but � lX2�� ced�z��j1: ],-� -$s In orde�� �.0I�� bQ ��m�a�A�very > i��\A8)E !�tU�� an�A 1� �A��2 ed ":� ing"5,"�)�(99c!��e��o���*\a& achep&8�Al-�A�i< +"~9.�0se.?D( �"h� �b &.1ew�!rT t� $wall-clock���+ [� } ��,)�]4)�@accuracy tradeoff�3 <img()<ing="lazy" src={M%i } alt=" M"4" width="60%" �#A�4J�w�.a fixe*dt�& ��$ntinuously)�� 6ve"Z2�]qu�&� 1:05:20�*1Kei}A�r$" (1:00:2�3 1]. f2K- jd�%sow2�9:'5at-#�1s.6�-<9 :hE,2 t&�0=& �z& )&01&00]�+W ��  be�sUt�(an:s (be�a���+;,�4he �W+)%c*,aR�]�12/7 elayn�� 6�; R�#�`%��bi"��uE�6�.�lea edgR� w3 X5�c]��Qa:C%!(tra�= WBF:HF�2�$ F�is�*AlU�6�Y�10������ e�>�2e�!5� vs W:8C�+ _Vi<#($of.��� ���I. LF �ee5�saw._ q)�E�"�4�]uc%�6uX!����(6�I5��!� 1\z"N" � &N"� ���)�AI��՝�en$of a 1-10%@Xs well�th�2�A����VR��:��*��F���,&�5]( o5�� � I 2�!��of J�y liab f]=��am���gener,� �\ �M"� eb�:Ux> To e7l�"lg Je)�*6 ;u��al6� to&($few numberA �%� *���� !goldest��)2qqM���oa�"[ wC. W, fer�f= �ai�� T1�+sI�F*�9day��)n%�%��� ld��28H�48 one|9p�=m�$ idea�� �se(X}:AV| "�4 1�c�tolMpU�#s��� �4h-5!�&&�0am!e3t�@ts!�h�)-�a� drop>�� 4%�24. �2a� � 2p guarante< reshi\P�7= ]@>���1+aDoB��!$L2�>XN2T� \g�D�O do�� 1�.��ph.�eY� es 1%� re�Acng�-jXo*?>A,���F�$��"�6�ward :F� � ���l"�i�"%Vis~v@V�����% M"F|,6�� %� Re- Up�%�oi �le�7 imar�foc on�[:J A&"�#:� �� s�aa^joaTRes �� "#a� �DHk1A�2[ �[io�P�$�}�?n5d6multipl���s�to � |:�!��!�!:� S O_%� V_ ev+ 1: Inc�$ ntal>��2ka�f�.��iM��> s, fGH��J>�/��raw ��G.e1��m&�, mean�$  job � x%4n�H f'7:sd��ocw/ ’s�I8�� pB�. *�1dred un�hB�-�is8 n%.n#l�I: eR%r!�minimi�JE�up&�# down��i6 r $E�Y�!Mg]�� ��2��X7��AB<j,u ����> �?-in�c�joi�1 o a given)υ�#M�2�3��!=�! �:�� IB)U �I:43Y�~&%� . Af�.� !W�h B1�finish�trigga h�job h�L�%�i�2n�"���! �*=abo #!�Gm� 1� ̭D� 4A� �}1�}1to��2� �w6�-���Ռ (TQ�e�G ion)� J*�1`�al&�%a�FZ K-9 �s�2l opta��8"f#`%r%�y{^C���&�$� �fic61�[!�B I�'M�\D ata.6�A&6�i)�a� HiYt , reguG ځ�o v+h layout�b� e&���9\� bletX+}>arxHlA�:z APIs9�ly�Ne V/2 s, %�� r��c-j skew.�^�/2�t/t/VL55S�C*6/q5���ies@/�&#"��F L�GeQ'N�- � �F&>-(s.[ rN�N!�1�<٫E�..�sdM�ed viaE�`.d`�dL iW decorato�af "�22z3a quickA�":.�P�IP"� sPentb?Pandas�;A��P@name="1_day_avg",Z�O�OFloat642,P�"6+P�KQ�T�Od*e y3�yjy3ny7�yjy7y]2�U=��Us(:�U.[�O id",.�O , "amt"]]�OEŠ`1e ion`` n associ�!� �mp�,y/ u/2�2}. ���3*R�,�i".Is whic�ge5�CE�7gW: degre�sflexibi�&�9**���`:** A��l�+:tch�`"�' � "now,^>�T#bU �et:"���!7�."�U**"{*���ůr-gro�  wa1QcS ��� �, up �Wl�."�;"�"�(Jan 1, 2020 ,now." 3.6 S����iK-&s�M%�0�  V�Ty! �)week."� foj!w4diagram illust�s)72&��1��s. !�2�)X�e� t�Q5in-depth�)�81 �?-A\::�1 A���1�A" You<7ht2as�F, "hwQ1 exac��$is 'now'?"�answer4 iA�pendsHA9�ex Du)� "�, �>_now_*�es ) we am�e _c�D_�J �a`in�Fc�'HnR� �!�� ��:i#. Q'�2� e"pr @� imɈe�he 2."�  hand,��ve�L �)�k *�' �a%p@. OnM�!�E��6�9V�� �A6Zs,E_end_ˍh)ot trulhJ%�,"bra���C * .l_%�val�P �"��iO*�E` clas ��0)fyTp�l�2� rela}"to�B^�2��i!��?ommon���Y�i��btwo&G s:SN^'�Hq�P? | Descri����HUNN(IV�s`I�X` | Yes>�|�2J6O,��.LA�/,i%��qC `.6N�`ɯ` | No. D*\0. s5�en�*m~�nU[ive6� | A�Drta�,NT�  )pE���AqA\*�'s !FH"�e_e#pre4wZ2oNno ):�.c>� 7)�H��)a6��qZa�͜ SDK Re�b �6U%�8a.�� E�3a�� *P0��@!m���% de)b�Ua�`H]�] �] b] Tj :�k Zk 7=C  \Q�ev�_� s_agoZ V�\2 2�:1= 2��m�r,�set>�-2� g �u �u ##&�5�u:dan�8P6�HM� capa� � ires�CoVi� x:x �in>b,�&.kJ6zXbe!'olv�J� �Js� L&`N & R���) for 2��9� ��PK � �@RK�&m� �M� !<e `1)ln"n� H:� �κ� 0� � �(�r� ���M"b �.�m+*�_*^� v�%�� C�L�S�a|��5�)H'a 1gle2A . + ��I�>�>�0x&o&j_ �e*LR�2mRMbBe*�[ pu�&jM ae4��:�٪�j�j�jUM���1I0(Bk]��Z� ��OB�hB),�h*�gt.�g�g�8:8##2�SF�twar�$a�isa���M��on ���s�PngJf.�\�.set('DUCKDB_ENABLE_OPTIMIZED_FULL_AGG', False)� ::� m )� �n"*%�� * B*VK ')]���sY �( outp�Syp�aJu14!c� rray�DY!1 ng "��:�!� �s%��/ed�earli]o t#N F7�4v� V� 2�� .� ����f6�R�2�"�����%�`i���Z'24"��/��X Li�s!� 2V�����>a61�endRJO�0)R\�zd�mf���������%� )�I�\V]2i6jbJ0SZv:�����Vi6tep1�!�>�2�."�,n qby�+7$m&{ Y��*6����)X""�)us�:i�K w@hto� u�q la2�4:c.E.A 3� I�� oQlry �" E�as�q 9%T*�Q s=3)Q^!V# 1)`.��� �and6�J aligv#�)2gZ) �CJ G �i~."g�8"ate��/*�j�G(�S%�/C�[_'� error!uno� �X5X43�)�,a~aay��)gb�6�R �.$��l�+�mQ@.2k �.; �# �9�.�_z_{ y�ei� a xBI��,�a 4j ��),]� a v�4:�8�9R�#�8Jq F�6J �9; <&<a�� �%�A*9�.� 168 fn"k�%�.& V��a/qj�� ]o.ng the " 2 �N�N� �3� B�/x}��#2t{�ly_txn_a�_7d�����(I� =d3y-7)a΁\^�������1J>�& Func!�s� 's **} '�TsE�6f&>!]sa5�j box. Allute I Led �lptVr�`�7i��hN"�[n�Kq�[�exclu�v"amm�unl�)J�>wis�##(8Fe(preci ^) An.�"��urn�/ $&�0�a�u�5OO roxi(*o6xe row� Qc;(,�-S'y  (such . `�A _id` :B **In� ?�s�r-Sy,ing`, `Int32 64`"sO�J7In$U�bMI^�=��% `)�K).__"�xa�3B�f�hen, /N�`"&e` objec�y�X`T=RL=�`,Ma`5�Va�)�R\>= 4�� \<= 16S(.��O>f�+.V�+�uM#roli0�@m �A6 A |Qer .Ky5ys�ia`R�8�-J��" age;E�.ron&Q:ceWspeed)�neglig�K�r `6X (in �BeK�3T4 $peGprouMio rto `2^9`Z [*Vard ~*SSt%*rd_�b9}?��<is `1.04 / sqrt(vO H�J( �6:6 q.&OB�Nof.�"Pr��o � E%�R "lB�4��| 26..�j>6 | 13B8 | 6.2�j>10� 3.3.�j2| 1.6B�| 0.8B�46E�d�!)<:;%�8`�:�#� ua�%� <2���extT5y1f�ranK In�. te"�j�V_�R`2�mi*'. -�A$' �%E.&�x"a�ion�&<5F0tozN�� low-cardi�PO �Z Z at }%Q�hundred � el�9o�H�Xmaximum�0ɺ (16e�u�oW.��2M ށW&�WV"���R�}* ,St��.�-V�)r�- 30),- ?18.�s_1m")` P�:!�M�)�6�=A�To�6c�&.�of 10-/+ ��:��H=1�Q�! g%v ��*1� ��%�``*z W ͤbN ),402539845901�mn2 3,600003278485n/ 17 3(91229330220��^9 3,687958452057^+ 15 3(46999844157~�13a *K &/o( ,y��S .S aI� !"��I�N4"iwA�&� 2�R�1y JrX �-G132"  64c$6 s, NaNs,"� in�7tyI"��� �Jb� p�  64� &� I� ���"� 8� �� Z� 9`�� ,�F� IZJ*� �\n�8�ta �� 0.0%�� .��(2�  215� ) =2� �P.�,� 2e� � � Sp��<.�TaA� (-� �9estek!CinRlavB ��`iM< ags<sa� j5@ n�%� `100h &�@IWo����h b8 [t-Diht&� arxiv�_Habs/1902.04023) alg�_�bca~RB A�6a � BB�|�p c. I��ie 5{�xNl� �Oin��(a Ro�9ed%Sg%.E"��c���Xn%`get_os_for_M0 s()`*� &D �wi n run twi��as �rqEshuffl�� HN Simi::="�j9er�a� 6~t�LAj� Eru/ "�9"�D�C1Z4!U/ �&%m�X pr�7�ge� F�yHa�nd)x2ހ happ�_8�B are  G��I>�#rCco"W&[n�n]. A3)�,!�"$n�or:in_4Aw�P�_�@'D�sIfUS�S]1؄ wai �1�*#��4�Ash��= 2rH$�l�"� � v� 7,��J� �W݂ =0.5�� m�cn_amt toA,%� 50th*�)TE f[=�� ~k ��99*� =50�| r�99J�M�&)  V �� 2x� ,709462196403�  17.9� ) 22250678� !  42.310001 Pb� 41.07� ((609904782486� 48.5.( 447871997:( 58.6 x� c ���:�&�K�~ �~All�  f� &� "� T�w}�/,��<YanJ Z &!�`, � Jq6��^��Z�� ���.RE�J��%NDI�b� 2�(459842889956� 13 P(91797546299&�.8 (bu 44 (,131340471060 6&��"�(n�q.q� ` N�:8 s).I]&� ڈ"I��stincj#� *Ja�&"�`10� 20`Y ; &�T $s `[10,20]�Z?� eWnce�aNscb� &�f�  � N�|,� � %�in� � �; 5a %��� ��y'r~ =��n empty� �oH ��br�fb%j - `Array[ 3]4 ��]�rRrEU�!��5F6F(n"X `] a& > &��2.NI ��.�!9z� mer�{�5)Z.� :�1�� 69_e�S fP��$3377503174&�.[BogisS% Inc] 4(56880146898�D[Johnston, Nikolau3?Maggio 4(65038797707��[Herm>$n, PacochaF Smith 488424724"+2 [KilS] LLC 46�[Conne*ReichertfFritsch�B##)'��f����2�$:�bd��B� ime�=,�� �����'��J��B, ���, `ޗ�5�.F! �0�i�� Type�\9��v�e��S�J �J�\\9�J �JRJ(2�A3�:"W�� .id2b )n_22P��26990816968 [Dare-Marvin, AbernathCW Sons��|855115135598 [Altenwerth, Cartwr�Kos42h.[Kuhic��, Baumba���B 0[Watsica, Haa�3d�us=^e �b� [Beierr�;�%��CFC_�� �� l�� �� �� �SfS�� �� �� �� � A!U�ރ2E:� u�� �� ^� 6��� 28�I�� bK�� 7435� 3&R [Hay� nd"� ��:� ��Dickinswa nd Labadi�!V� [HhW� Bednar ^1V0[Bechtelar-Ri0 /(39449575902� [Will Ltd6z�t:t!`&J ��V����(zT "�(Jp V &�z "t � ��B�!����%), "�isi� Zf"1)<###e#��b�be �N� !d 2fc�� �� �� �� �� �� �� >� !�D"\ /Ŋ::�a�� �� ^� �� /:s '�� V� JO�/26Y [Bah8�Osinski� B�hͦ50256760�՝[Rowe� tz1Goodwi��>��gHeathc:04LLC, Romaguera f2�[* P.$Hamill-D'A_-3$6830815187N&,[Bode-Rempel�� �Cmax�B:B�)�6�1&�j90�/�'NM�ELb��<z<max�;�;G.����max. �q:i\6�117.7^J� 92.6�$4575547432- 346.7B� 172." 616159666�)1266.84"� mean��>������A�r�M%�! B! !����eaz2[*�,-��e"/"I�>�47.03&m >�61.79095Q�:�98.58857� �3562899��77.37�, |(78251078870� 38.832000Y�i��B��dum����E�,"er���~�i����i��i��:I|NI 1��B� 8.2M��#551050����.19 ZNh1.4� F� 2.6Y�$stddev_pop��:�"�5 devi�v� a�� popu7Xonł,�6J:9�N6Nr�B*)."9�"`���A7 �2��� 3�"BAI�$4999750100.�139.04257M�(95048223942&�1 133.30022= VY 65.114006 o(21273016003� 19.236&2'N0$ 70.824972�F ���T�T.T�leiP� j0622�P�P�P:P��Q�QaQ��R4�SBM�$6851484496)  178.27995�nF� 34.01257 &Nv( 53.85723m|Z�578.48284��(53889512491� 27.95034&'sum�Q6QRv�e+�{�{I�?�$��F�.U*���S*�S*jB��V9sum�:iF 195" F�534.9"�8 6905� 8́631.1M�(93069195810M�491.9�sFx401.76 &-vf��C>C varih�� �=mso8�=�=�=�=-x�9�9��5 0�6>I�2|"$2331.98852�,N 0.�0�%>�=h6.69177mBG$9713.34655� B�$1170.59360�����6�,�.e m( , �E�(�(�(.(��)�)e)��*1�+?i,FN 2381.2172&� 087796178� 142A� 1608m.F�$4028.32719m/(65602017453 F$ 1209.7677i 722584453�k16769.�87�\+5J.(�B"f�/�8p��8t�`man���.*�9Y9&Gsii�V &YJ6P�g�w�?�**�� + Pro'Hi��@-"^Q,�-`H4d SQL / Python(2`ythat’s*E?�/R D3V�iw�** � �"�c�}** � {�a=#s7 l:�i �0x\iN�&0{�P9arPX�Z G ~N M=�59rv��&�R (kS!HV%j P&�=%�2#/)��**6-�.�8:�6rg�~g>�s�;�2A� .�H� -�9ik�vvm��I2Zytsm K%~ �_all_>A�edZls.Ǝ �!KB���L�yn:� �QM����Qt�th-0eam1p b �s%YGi z>~'s key-��pН�Rdup[�$m[ ;idcal=�$m�}�PAF�-)�R)!{previo�P#?_c�� s. 4.pRead-�Q�:.�At�O�e%^.��%�bI�heazal2v�Lr&�E0un*��aeZ�Voor1�i*5�#.&=4:=b���lru%�<pa�B@�>%�"b=�4��B�� �!�o!D��P���)Y � �#.�atQ22f�@ka1=��a{[w9(on�� Uio�U�i,5a"�c�_nc�q���?%n�52�9s (….q`"3����{{N�5*r|2 1�i\)/A! �d�es�/TA��!� infl����.�OrP�2$2n��> "zwh?t��UA��o+N�j|k1� �Ts%�AO�? :br, �b�4F����޿lQ�5-�~�Na� a�te)*t�.�. D6 �66K�q� FU.D^2ir�0!��'�: �����% saved)�.a�.sr6!E3g�A ��!� 2��G?yQ$A��1��)�O@�B..��.%�q1�7�Y �qAbi;�bi�B�ed6��ER���k�y% ��?: _!�%g��&�3޻tAz"PM�+AT�GI��i_Cj"*(!�[�g� !N��*C$>h_~~ �R123��av!�M} ��_not_.ɻA#A�!Ci�%�i�3 �6đ s W�qti�:S1�Rsi/ hyit&�4��R,�&Y1;R]is N[�VX :aZR�yZ�G���Sll a� �entryN�!�2�"� ����rawQr �.<)^�No�+E�be�Y^�:i�\no�_5�e\e�ZRt�A�i' ��� ��  .�aQZ~� �Eu5)�`-E� 2�K6 non-zer�tF� N�1�max�5� ThisA��[lne� excewaQ�, ` di�� Z(v�� f�B����W�Ga0���3�ion\]e&�+�C Le� ��_�ook�>�~J#�O`��rs=[*<@s.keA�V$�"�_sql"<k]:N=[Ɣs=5Z!l��2�"2��> � ����F �� m6![_�2��1,|-\^+lm�� _sumn.lf""}r��"�  FF��� C|"�I� &�t6P� 5-)�fX�)�9� e A���S��aa�#�-d�  (a�mo�?�a$a8� Pكobad�� >ʊ�l�@)�:J.@ if wV�k4 �5A�-� ��T���ւJ !����6O��� >P6 ��30``��:X&� I�->!gt��up� �_w��_�� is�be 8640��( rs / 50�P�)*"Vit&���Gl��rob!V�a�to�smadB|��� �qy 5�=�]- �s��DJ�SJ��exg e findd{ew doz�L� � . H}�ws�ny�whi�-;. ��� g�b�/~AWo�� u�ly��� C�NIm/� &m2E�ut�d4AK ��Z-&P� �/ of:�?��7d � =d�h�{ QPS A} *p -�ybM�M$hp���[k|�O�}[!.�,�c; �- �)��sp�M  -� $` ��Y �R�C rast,:� N�al��youA/bette~rol%ms b��%[O� R> /%�d -C Y>�s -� a�{,!ImbT!��]Bpu[�ic��upbb�A�!d:�T ��ObX to>� *[�/ r O9�urs�aDT st-a���au�7=aqns� M*��/Be��a*j&}~&�����M>">:7I�6*� i� on%�a� 6� k.����M\u<.� 7*� � �� "_� �  �m]m�` <_�� ing_��`i!�J� ��` U�vs.8i�s)mN� k�TV� (&`o` Bi2�{.2s�>bI��nwA���]2S��z�H�U "� &�s��ous�}lsN f�������-Z �%9:'��!dZ<��You��O�cho��.ž�i�Gx%���del2n�N����o� A�f6��Ptip W�#g�TLA ��1 Q-aŊA\B��m� ���to ���*!�7actA�A�2�*WvA�Aiv�I�k��*&%�.���u��=�-�a� .Q^�k��iz%K!3un��eet!Jr���IkƄa�a e��_�� spli�S I1G��wo�qAmK2IF�? �S�M�A�a l\�r!$� 4tjG�:�A21 V�a�ARGB�fT�*�y �tl6��k6UY C&���P}VA�Mode) *�f�e!!�ll T��u�dto)m��shei[�un,cco_`gl$W.^@Lz iVwo�F�-�e�[I�gmF +�it�sAd� n��h&��� ��!�a�ml�y�t.��Ah�>��u�vAlltin�~* ���I�| (N�p�alJ�)+� �y-��J�o��FI N�A��m�a back3��b�=����K6�� !��!�1)��q�a�V�)�h�J_be�^o�aU�range.�b��1Bd�U!��*s E��"2̑ YouTubeEm��"/src/Aon��/Yout# ";�" na*�j1I PlatA{A^e._�Z�jB ,�m<� "�fM�A�eD� ri E�h�U"��peU� of.s M�.& dde��2calZ�%�m��c��a�� � �ia�,ns,Us,� /mi�, R� )N�RÒF !�g��Wpu�a�A��pown c͙ ETL"�!s,/ C b�R� . <21<oId="1P0XwnnXTXwH� ## Q��Exa��.|�EI�q!�{޵,��) )t� n'�lM:2J, E� &��iN (��PushCN.T6���:,=p�"FY,��.;���} #���UAf����M9%$ = �( oUser",̙_W�=[�Q_d� �)])g�U�� ��"��Z =Bea-�o }. .�� c%9=b)D(;ןma=�R}� ma, �!Q�*� 5t_ s�=�Z�28��^��%�>��v*�/ -�Z�18"�qA�E@��C)ZEE'��:�.�[2?N="--#�����303M�MV����2�18��޾�X�}%}����������C@6��65 * 4�����:2���.��tf09 D�� �,�X�Y"�e�)t)�˭�ܝ���:*180 �J��+eI QA�Ns �~kw180� �-J��24�1.�w�G �1�.k�!�2] ��� �*'���g �#"� &NX`#type,-zg��� �!�b��ZS�ityT- *  e UX������ ��@!�Qc q)/� -=steզ2ly-"P -W �>s�Z��ss�w &�code.�P~��eF&~����1:e�E�$�� U�abo���uV6Z!�fT� /I&� %� rN,OQL �2-4��� �v BR ��)b�le� z ��s b Data� Agnosticf]b� seam�\e�w�����I ���  �: � ***� & E��cUAx��&.�F�a��q &W| � re���' ! �Low"��S���i� L7$�� �, ultra-low hyng��y � B�-z),!�Memory2��QXa�U�"/�irIE״ �'e 0 n:�f^��a v�>�q���$ootprint -�arbitrO�J�a�&�&OOM!<a�a���h��ind=�[n�u ��orI�a� na2��&)�*.age:I)�'s2He�:�A%Lor0)!)�Q5H, sig>���infO�, �M�C`i��/ 1a� �don�itellige7}0�%6iI."U,�1 rec��7NO&r@Aั�High F�E�aFr.,�U anch% c "pre��T!a�,�#!M� ��i�ɛTsE to fΞ6�BIH���a�ԩ�uKiS�mX�TraveE|at�x�31~�ng���!Lf 's� D*��΁ �A�D�� ѽӤ�mCorrectHG"ݯ�ri�!8J� c��b�execua� k���,i�,I s h7yand�d��r�u�"asy�/Ia�tMg�fssin�����"�zar�"l d.s"�͐� `ttl` (�-to-liv� ���(oR֜,�X.Wj�  T�-7�reæ%ve ���"��** '�e�� at]&e- )U�M�!gow �ġDu0��]1���0id2�� �! ��nM�O ly& d�(�P�)"L&�mV��1� a�!�m�D�xp�A�j :s��. U�!�aADtu� )�"�0I� Xdy�� 3"� �*��s. ��.s��|#��s!,not necessar�##�1�E\s�Fwwit.��v�� *�!�!$]ww��5���W�*� 2��� �nypaAa TTL]l`" (�_���~{ &�_�M_up"p]A �BI Js=["� AQ�(� zip_� "e.ing.G:, dob"*� * �ttl=Non�U�s�U� �Z�Q�B�G metaA�1-s(�F t-�...*Pm�E� ���-up� "s�����:Ja"`�as t�w۫��y*�& zip-![Eh�-of-bi��pAS�{Msa}��e�a��hserq�ca<"��A�%{` 2CA�llNZ]e�or-�an�./0b4(.)�O� !g"an "iywe"A������s�"� �a��$ �&a&����o�a�}!�n1in"�x. NexxҩW 68 R�|��U}�O Q^N�2B�Mqm R�M�Z�?_seen_XèWCmc}�6-"��_tsv�a���{2 ^8stamp_field="ev�Ient_ts", feature_start_time=datetime(2024, 1, 1), ) def last_seen_ad_f <\s(ad_impression_events):`8... ``` This F 2@ View ingests ad > >8 and tracks thex x. and 2�\stamp for a given user. Fvmay be�d by an ad-targeting system to avoid show0too many ads g6xhe same ad twice in a row. In t�(case, `ttl=�@delta(days=2)` so�"lastF�d" is only considered valid� two F. T  afterO(most recentBd>a! r, �2�@will begin return!null !f�M<. Set%=<a short TTL like '8has performance!� c�benefits� both�in "off `retrieval. ### Aggregate2�sAae dula w%� calcula�!�(ttl of an aRJ is `!�ISof6 �!x ue +<A�0interval + loE�E�(_window + 7%� (grace! iod)`. C-�f�. a=4python @batch_ �_view(ed<sources=[transac�s]i�entitimerchant �.�>�1) E ss=[p5� �Linput_column=Field("�0_amt", String ]fun�="sum��!�-P=TimeW%[()b_size>�30)` ����~�45J�-�!E�_f![=2[-7-����+@_sign_up_metadataQhs(2��>�6�a tilea;I re�A�ng�iIs from �h4/1/1 would hav�:a�ll�~(values: - z�` =P.N�$1a�!J� 45! s S��is piec���H�� expi�� at `�+ j +R� �(2/23`. Not�at�$` can'tcse��R�s becaus<eE" is indic�*���2A% ra�� tlwe need�� keep)�aroun�_in >on��store�� PJ� ��of us!���` ��01. Write less it!]e2^ TectonɁ��(materializeb7 ����e� ��F�e `�j_S_a&�8` example above� mean)0% 6(A� �backf�7!2�{ �{�' wor��f�P �)]l The behavior differs depend!Q!,hether you'r��a 6�0ith scheduled�<manual triggers,a�Tableea_.Hs I`B�{T ;DType.SCHEDULED`_: -�manage!)e =�a�e proc!�� ]%�wE!1�,queEe) 9�N1. -��� ��MANUALÅ�esn� s!�e� resp�bl��r �!v� $ion. When �Oi-�  are en!bd, _all_ �%be !tenN�F la%mov� as!�Y eaconfigur%jACis disti�S�importan�L !�na�Awage� x optimiz�u8�^ � �# 2. R� .�du��F�  %!execu� � 8queries (e.g. w!F gene�ng i{ A),Qk!: attempt!7min��e amount��5 read�iAgw�earaw bA� H . For� ,v�E�XZP6��Um0�A�y%yK�`��occur�Rup� two �  befor �tr= =$. So if al� �' _Z$ on Jan 30E�n���M��� %TiI|�J [C 28, 30]M�!�yQME�A�parti� rlyA�actful)e2!�agains�n--2�!�ichPa�ay�� " 's��6 M� 3. E� �ouE+!'�qI � eU���%��7�a�s�to dele��%/�B��reducesw6�can�2�Q complie� SiV A�>� uall)4primary driver�Redis,� �p subs�'i< ��e���= as��r28 . A9�� !�).��$�e Y]�f�  cond%�s�EmetŤ�$5�de� !n%�2e(.( = ?.&�earliDaI�ca�ntEL�mua��|) -�2lis run��on1-�h6�, was created�, August 3,� 2���j`Dynamo Rais a new? h 2-�mf&k i�run3 ver� `0.9.15`�9higher��/a non-a"� -b)` `2D-!row%We� >�4`^.��[� OR�>R�z�� 4:::note Lower�EA( llq/�e�A�u� . IRrem���&$ gap betwehe 251�� �:� 's�ajW, som��e(, ��D not exceex ��pe�j automatic�.>�~ !e.d isa �psM->bea.IPssi��ce� r situE�,� tactQ�Sup���;. !�)�aJ��parame)�; no effecta���ionAB1�-�_ 2�. To re� >)>�4i��w on�1. **`.�,e_keys()`:**1��w� -�� <a�>?�<hoa�ݢen]sa�ch��Pspecified join key(s)�A�ok)� 2�4S3 Lifecycle Me ement�Set�an5[2)c.� x](https://docs.aws.amazon.com/A S3/ st/�4guide/object-l(-mgmt.html)r�J� S3 ::,[�LEkގ�Le-� l-1�^s �Q�$## DetailsAyI� � 5�a�s J doe�w�Vclock�0� termg��to!�p servAa6�a�stead,% 6� �dJ �Y� next incrEal D>fjobs �ete��&i� ord� o pr� mec�/or unex delay2a��  pipe�e�degra�˕� �R� aJr�)a `]_\>y1)`�nN)�!."dai�adence,  �R 2 � act� >E�%h Lrun��93. �mat6����J�1)`��& ��!/u ose:� %lj�4m1�d -�s� ing )�,A+onE��%|Aii6����,ing.�--- 4bar_posK : 1Dlabel: "Custom ETLqes" =��ab-�'@theme/';� ��I9�#';\*# Je��I}"BEs*you�a�defa�c !͚� at" 3s�  � 's �7Engine,^0can develop c9Z.�� J!,i� k ’s� ed "by�� `�_!s`�(`True`. Her� why��di kit,Ņ(how it work�8(- **Default"C**"�run� i o]�^aC�Uim� `-*K`z3  regist��E�,# ��Q� A�s (as��laine�here).*��!�a+atow�A� n-��!"X fix�im�� (say�2{)�_� !every Gle-run| **R�!U Your- s seS tel�ach!Ae��.` ".C&r� �, ensH �%�un gets^� ?�$. To illu%���imran&�let's !)an)�eI-rH�TMay 1� 3.�A�E V&s��uv 5,�A~ qw�toU(R2{��Apw�a��7�e� year. Ad3� i�:D Y's>�`�"1d," {ruc��@�!|�|�I���Lbasis. Consequently,2� a�%�E�yAR �)uAE��A$ � ' J�ry9f� MA�)� (exclu��DendA�e)Ɉ Tfr�co� 120us,�ul%�to�of"!����be���ed. !M��a�xRL.� ;� �numberrRzAD �be"G} !K appl�?r �g�Cw�rongly�omm!checkI�e�]p" `t�plan`��man��zprovider��& �insight� M�job c�!� help7e�a�ati�t� * �6� ���j �i ope��5 cept�a :::cau!� B9 ;�e��!jobs,68 x �i�� Q �n6��ut"' �!%�f��!�n and�d must be 9�ed first�or to ra[�:�&!E��low% two��] �< to i�� V� !a %� R K a0�!� a3a�ioE e �Pus. B DataSo� fil�o� c!9 lish�a� e se6G!?$`context` �w�wna��)eB8 6 `&�$�� `endD2�I� �s ��`%I��� �M�a^I_=Ӊ �D: `TO_TIMESTAMP("{ �.�_�sive}")`! s done�cz i�1O>���Y�!�a  by `[y9fex��"aD **� !� -�F%�** !9�19,�z�Q7 6 �� a -6AJ�&A�achie�ur Yo ~J�)c�I!,day�#, s2!#F�a�e,. Offse� ,%%�� � m"%�#�S~�F% �~ �ef�� y�)��`y�H$� . <� >�  i �| e="rift" � @="Rift (pandas)">.R$����ea _M�d$(, Attribute Time�� tant.E.typesK�#, Int64 &Z(",%1d' ��$�E��$.select_� 6�$%�e�=�.�T.MATERIALIZATION_STARTe� -��'6*J$q��XENDVT% M�#� �%� mode=")��# =* K6c F� &A���=$�u X-�s=[5�p("DISTINCT_MERCHANT_COUNT_7D"-�) � ?** 2J* 0, 1 �@�R� ��n&1 ; ) den"er_ѡ_ѡ_]!_�� _7d(s���$re�  = YB�!.K`s.groupby("USER_ID").agg(f.=("1Bh", "nunique")).reset_index(�  �[=�$] = pd.to_q9(��Q��-E�) L �+ <��0�>><spark�=S>�5�5�5�5�5�5�5%� _sqlm��8�8�8�8�8z8ei f"""՞SELECT�/��� ���6G���� �o) AS f�� FROM {.(}GROUP ���b�$_snowflake�k�S SQL������������ޯ5��~�~�~�~�~�~�~'n'�~�~�~�s>�>�C@n�">� r  (i.e."N�in our t�0)�� fr*� &7 raw# �#e�,>�"O& erea!e Yi�t a� sat Z�%ts)be "Mkpro�&�k%�3~ ��.*�>S ��:�� ��U��{�{..u5T( �� F �� �� �� �� �� � &�f2 $) - pd.���Y fI" 0qe2/ =2�&�2�6� >=�) &n,<� �]�A2�R������������s�s�s��v�v�v�v�v.v�����WHERE&���Z��f}"�h8INTERVAL 6 DAYS��ANDT<^S�p}"���������A�A�A�n� �E�E�E�E�E�ERE�� �� &��I~FF'2F'�G'�HU�H'�H&av.; �A�sF'=*�"A"R ll s�if�!h &� logic, ity/als �in� mK0� �"� bec�/ineffici�2at scal!Lh%8()  �!u4*Te�%a$��$�! �#��!w ,5 �,it~!(s. Althoughw� : &*$own �)V&�y�( the "���#7atZ l) e� ��B s. U/' c2) - K�� &(ed correctlDd any�4l6ed�0t�* 5u�9'D�9 GxE nce.|b�*2B�*"��*2�*F�*F�.�"s �. Row-Ail T�B� *;����f��B fraud.�!� ,�. !�_-�.3_#0_� =�W�B_��=�Q FalsR��mRZ�17")H� �"�)b�F G365!��2��Bup�� �2�D� L("credit_card_issuer>�D--descripA�="UserQ' dit ; ; de@9*�8!�2)�'.",.�F�(B��B[N� N*c_num"].�'&�8lambda x: "Visa&�Dif str(x)[0] == "4<else "MasterCardB65 6DisL)B46 4o�@ �P a�iPi=[["!w_idJF R2]��1"����i�N��g�g�g�g%OF; �WJj#  E*i'�3)�*, h53old*.M/~�L������������q�"v�m�&& )ι�6LCASE SUBSTRING(CAST(��� ), U$�1.$WHEN '4' T ��6&  %5%��^+6+��F)ELSE '��6END�F �2F9 B�&�!p�n�nna�l���.z�!�. �1 �1 �1 j ��������������������������f�"�## �-�Oed"�O1?�?�?�B,� ���N� *�,��,�J. ~<(�LF` ��~MF �XRB� j� 1�&� zyR"�,6c�!=", v��vR1J�Q����r��+S:+S�k�k9N�SM�B�*f &4/6Z�22, 5,�X!�F}'�1s�a~>y�3K<�2hIpa�z8ily: N�.s2 &s[.�S1�� 2+2/>�M�!�!q��I2B Ղ)~�!�!�I�I>/�L�L�L�L�L�L�L�L�L�L�L�L�LfL�(Ҷ1��s6S�<�R��F�=*Y/�������������V�J !����������������������������������.�&�Py;B�``�a�{=.16�.�qT~� 2? b� �fNfB_� ney �� v{���< F6�<�a; _of_birth&2 �����ޢF�� ��wIte�"$ignup:�/5j�om -� .sqlUU�c9Xf ! � &�B.BCoRd(V�fA�e_P"l(f.col("dob"), "yyyy-MM-dd")&'URenamed(RJY2<i@ ��R5B>)� #<Ck :�>A3I��A�[��=�+.� 1�.�-N-E(Fi-�_��Ar�A29:6:(��AЍJj�%�F<&���4&�U۲�cA30�!��2*�(_�(�A!��1$2-�d.�# How �I.2) a��RmadXFRP&a"�H�J+eY30 Fs>[anhB306iBiFoB�7>�_i:>Zs/Q�& B{/8im)6�:7>;C7>��%��68> �&��/BY3 ���"���2}_G.)���Y!�(��%CFi�,�,�,r,J�# �0�0�0�0�0�0�0�0Z0F0�0�>a�Y �0�0�0.�Modular:� P[*?�x x �y� ion6\_j QL]9LadsB.$a|Ton�!2�2mt"� 6�[# Cc+c cm �Xpli.Nr%S T?Vg .. @6�(�K&� )�J str_V(��, D_to ,�_ �_� ,�\imiter 8 "�:lF*Y� n{ Nc}, {de T}��{ne2u���� � 96-�sV�\�)0keyword array�  4�ts2$ ɖMJ2; J�{6\}`( list=M ize(>/%>num�a�s0�_4B�hB:(, "bitcoin"Eu1_ ��v�>Z-��2�Zin&_A�|Bs .�sQ�to�a# � �-n�(ateHbric2�|\ ray.f�O|="�_�31=[N�B" -� J=0�t�M  vC-QA�rBP� (20:' UZ�R %�"g ("1�Ar ", A!R(&..W"2.t",r Y}*\>Y", Bool 5]�0-kU�(6�m}�Z$ =AH��:0��nst("en4�� �s' '����st�6d %s<�!+�!+6����������2� ����ZJ$M�M��|,����� '��('::variant,B���������������2-�`y*�[.b-�##� [ �s*dZ� NM-� $B7F. [ ʖ; ]2=����-2�-#�nh>y5 ^j &n�hy`0i _uI?a� @?�{s #bJ9 ہbra7�gas� � �  �= �f� "� .h,)4B{�M&&� �� � *7 AS_is_a!>"b � I�fl �N� 0�<2�W�{!�y�?t=y9GA18 �es9&�*%��2W,)�J�� u "c�"� EHB%t.�2v IF (< �|(A 7 �Z@(dob)) > (18*365)Q>0sR N-�}� 2L' �} t�pJ?7 u�f�=u�V��3 �3 IF6 Gaed a���������2" �V�!�!�!�!�!�!�!V!."����(�(�(G �CV F AN"F�lsɴ"8s ~�er�y ?� �s6�"6\,m{<shift, BigQuery,�uetc.)mi�isB �Ha ��agey{HgIF&�x"aIsg ( y’r1I�ic{Stin��ut�neYma U �,� z~'�.�X�w�G:�X- d0l%��,'U|�DscJ�f�}aD -)r0d threshold -�iDi�l�D$ & "�4���4d�� - �ngp� d1q�fs��.JE- See"=�Na R��js Id,w ed n !rullIn"0j�r##M91C6~HsVIwcanM��|-J=�an.���I��pro�xi�T2I)w.5.s�J�f'sJ�sA�+r_�s!ull look�'�te#b�r�K�L&�*���or Z �>� ]KP_h,y��c��&�l�~;aul� tak3h w@JA�m  `.z� �k�Z does=���x h�'mire&nB( s: `N d`, &L�`Tn `amtckeFj&gl tell.; �ptchB�[jobmtaN$�+[�+[:+[loa��iw %�&�"!Z. ��_)�s�E ҃� �~�<�j�� 1%���-`"b!+_c&2�9��J� 6� F:�9��9���9��96<%N�-I.�QH �[ )�w�w�w>��z"�e 0Z�LAMej-c�z2z2 :t f,OAMT6�'� N�!�������������.�J�����������j�l f� alsox?TtoL*0 �E"�   mN�L/ ogY�x �s bcv,`v��� F�. X*�  `���&� r� mb} j,|oSAis" ��t �� 9~��22~ � Nx\2) �B62� �to x e&v :ktBof ��=� � 6 ^,�sv"�A�=���)Q.]AB�3 !�%�%mj-ND �x�x�x�x� � N � �E3�1 ���rB�["]6�U:�s^*)�6}�M�[*#6JPz1 W��ed_df�fmergeJ;J�, on=-�d">O8Fx�(m6�-�-).dt.��>�* 365)XJi64=, ����U��UB�U�5�5�5�5�5�5�5�5sw*�7�� ���O�� �8�8�8m�23�"� �@�ў<� 2?r,N]�5�5�55��������������������&��������������������"ZI\DuU2�zx+�*I5"^ro��tasetEKj�x x@�sÉR3U�, extracC�. (&2D`O`Bɓ�'͜al�ʖ����rol�up� Ĩ7toC 3"�:2xR_1d_1d�*L�Ta>wN;90 ��=�"��`�a<��&?"��byBh=gB ��R adv�fs�, [�Ԉ61�&�B*�� �����F���bR֮�O� � � � =�Ub�eq �1�&�E�0�0=%~2+�)6�DF��W��W��W��W��W��W��W:�W2~g���bW�bW�bW�bW�bW�bWe�D8��q a�nR���>��"�j��(TRANSACTION�����Ƶ��\�\��ƶn�\�~�m"2���=[������Z�q�%~ b�^�^�^�^J�b�b�b�b�b�b�b�b�b�b�b�b�b�b�b6�R2��(such�arbitr��SQL.�s)�?l,:!�j-ex$����,"��$should alw�doY����ch����'s#� &�ycy,�ycit�w��acy"��. How�9�L�cas �����۝���.�S��� 1�commo�xaso1r��YouęmigQzng28/ (�o hdoL��make _mx �_ -[��2v"�U�y�9�z-[j� Fipr�:��ral nes��layʹ#�?�T8 ����!�^�$dard-devia*9max*�l�� .6�0 !��0ry) [��.)�"�:j K�ˆ�ˆ>S��#J�#=!"�#..�#���-"}Fi��P��P��Pn�P�6_&�~>IH*�U�.U.U��"<(��UJ�<�#2� ��U��U��UHUV#�<!TBu��W9� ==N[�30 2JY�:*�i�yAJ�#6�#v6� O*�]�<�J�&:�mD$���@V=("wV�#&�Nrz&�!�[!JH%wJ*ƞ&�Q b� 1��>A��[F�[N*1� .i��#)~�����������E*%$� ���������������~���:��ƣ& ��6G��[��[��[��[��[�(�(�(�(�(�(�(J�,�,�,�,�,�,�,�,'�s��,�,�,"P%:::B( Please re�L &����@m�A�@�5��df�� 5a��5nt� `�-e"�w�W� AFuB@is��"�>ssA4the API referb��ffV8.�#44eam"eA�5 StBs (SFV)��Lq�$B*Ctinuou �D\�� _64y�� near��l-A0"P�ofgs�5P< eshn�� of lt��1�R�aR7� point-in koЋ�&�� g��]as well"�dy2����1om a hi\�^� �e�9r�ě�%e2�o,��)-!�t*�ut��� �!RC=��pC"pC��͡�D�� cord��?��� � I��t Am8o}�U�)A�ed)�PE� !�n ۾diI� Z � S���CJmi�&t� o��f�pE�f& �ei� of P��-����$ environ�D,"i �preB Es,� buil���%�-��n archi�ureRCs)�y>�v��fA�UD!.Ir8�milliJ�>(sݵ�C!"uc_d eKE6�!�&G�~�sq�m�,9 ���E1�)�*x�%�](aDwB�6Ci.����n��1 5 ��ybYDe)� c.����_�JtM�al�!& heav��rel�{n ��usB�.J#Z�"�G�v&�E6�Ez`�)l:%N"�A"o:p@ !~� !�] � `�> 32�(�+=eS�;s `" j�C>zM��e*~��3JώR�Q LastEi3 ��()!տed)C����|)U(�C,Q �R�[Z"�2e6yD~�)�R1am�} F�|�"""�##}P�ns)g2�BiQiQy'�I� �3�3�3�qM[�1�1�1�1�1-IN5) �s.�(*�";+;�G&Sr*�1B!�rxvV ��^I�� � #� "2�"�0�gsliE ��"�0 �jOa���&T1�~s �����_l1*r/min�Y=10), ���s f��Y��9 ge^��d7 � i���r f�"i�==1r}�� ��M�C� iOf�+��!����U�a6:0a ��,*(0N�ṙ~UJ(hours6���gNg)U2�eM���.�f3�ffmea�1!(�4r4rh��5%5�g56�Bi9�A &A 2� 6� �f� c� �S��s��$LFu5*Q��$ y 10tā7&\��J_N���iN��am*)k�e�u��� f�`NPr_�HingMode.CONTINUOUS`"rse�2#oe docu�� �S:�Rj`$kk619�D��Ɲ - �`�o�� ing_k~�Fen���onen��ScesN�O&J��`���&d_availability="on_demand"`%K<��� �c:�er6j4fig`. [Spot In�%ces&�:�� ec2/spot/`�l��toմ��n�'u�l6 �)�oޟok�&fo�%an �l�& ��� [On- �N�RN�WSEC2L�z4GL�ec2-oM-1A�� ��AoXW��jis�j&�ce���A�U!�(w��t�J!eu �e d7at|U��Ad�� w�ea:)� N=Int32 �� �� � ^� V,Qj # IxYun�;e(�O���ul�& s!¥?��1min, 5m�Vnd 1h�ݭ� �e���[�EtW��s}~5���o �o m�yt�r��Ću��v�=h�4 J*� �"^� " ���q q6q4��n�:� ����Nuh�=-:�C&0}&ly:ޠՍ2m%��d>d�|��|�����Z��C��Ŕ ��*��a�Kines\�n�ug�� l2��� d��u���PR��� F��,�q. [3��?*��a ` � �`:���b[brickV/er�4 - `maxFetchDI� ="200ms"`6Rate="2in6P�4 -mEMREFfk).)�or.idle� Bv�$ReadsInMs LgB7�; / �"` �i"z�2���Zq�%�{BA% =>.z�VHiv-�fig�R2� Iq�`  ].Dat}*P?����sg���� � xxrawlx_deQ M�E�(df�G*�.&0i<��x�_js�2 _utc*��a� 2O2�)Sk�Typ � 47M�R6)Double6Av 6�Hean6IntegerOpayload"\ ma =}uc�����("+t in�(), Fc��Y29�Z���@�� gory�zA�ois_B �om���:_la�;ong�waQEW�;~�MJQY6df�Expr("c ka S�) a`��Jv�aXe�("&,:� ).alias("M�".���M�2� -k"FA�:�25:�<>y�2CU�=j7A�).!H���Aj<U�AE�jDU�7~7E�|d:�G "�Hong~I#6JEM2�U4..� "UTC�O�� ��tţ��0�,Z�(��~��?0",��fI="DK4", zero_padded� ��[12[mon��\ \22\da��JZ] E^ =**i�Yh"="demo�j_v2���2�l45�^� -_!Z2�=Bb }���ea� �nam:�� �f �=2 A % L�$�o�-!- $ V���V-west-1'i�al �" �="C�Fwa| ark_� _thU#oldB52.�H�r post�or=^� y�%�s={"roleArn": "arn:aws:iam::706752053316:%/Z/cross-L� unt-L -ro"} omF.�=. E2 =.� )�-�*N ,-f8Q. c```O^N#�]�# A�>o("c h �J&� s #`r'� '` orK"sql'`�lak��<�j*�n �(-re�(.�{�h�á{�^:G% ; Kafka or m#yNrbe"B(e��whB#�(� ns�6E(lo=( ub� @(� �q�%6�of1 ���9� on co�l�ta�%t!��m%�,� "m=�>m%��>�n|�sZ�*!ZO�P-��k,E*�\�)\R�k�.�"��bQro��W&or"#e��:z�I_�/�,B#�]6� d& �;�;BjT;׍` �6ԕAM��*!ʈi)!-� ~%Zg��x�"�v+ �}/*%# S!�F2�j�,AY]�>Fa�Q�"b-@�e �ne�5� �3���!��!�((��2�O!*vI7=�~A"E"0timestamp_fietld="TIMESTAMP", features=[$Aggregate(�input_column=Field("AMOUNT", Float64) U4function="mean r,time_window= 4delta(hours=1)6IXname="average_amount_1hR1�����2�V�2����f�2>�R�24J�L], ) def user_transaE1�-�s($s_stream):Eu(return f"""SELECTUSER_ID6-I�6U�? FROM {J�}"�,``` The `agi#�ion_interval` parameter defines the i by whichI�p advances. Tecton will update(m� value in8online store afr the �vPhas elapsed, assuming/�re was at least one event for that key. ### Continuous We� m8s If you need )�f �!at�Xwithin seconds (and not|ry V[),_canAU co��:-Ms!b setting ` �X_processing_mode` to `SEkPDMode.CONTINUOUS`: !�0python from t)�import �_ �_view,�w, N`.H.typesNInt32 ,fraud.entiti!aH. data_sourA9.�R.mX @AW%2 �,%H�� # A�follow!�Q�a.x)_- # It c��!�<e number of non-�ulA_.� per�H over a 1min, 5min A1h�-� �Hexpected freshness I�ese�s is ~5Qg @ �2���)I=.�-4�C1�=[!�] AL(="spark_sql͉ d:t=N]o R!�stamp_f�\=" ]-hV�N��",If),��%�")�F�minute����[�qfq30�r�rl �-۩]=True)�off�o-�_start_!�=qJ$(2022, 5, �descrip�,="Nu=�s ai��4made recently"2K��2V%�2L�EA�_id � 1 as.�6�E�� vOJH## How��4choose between.e� slid�g�1s�VjN�(how quickly�� F�  Views �rm� new��nt�he�a� o%�s are VGj$_INTERVAL`�V)�p.�r3 ault��V26[. � When!FUseZ7i, You should!��2 i��r�l�� form� depe��on��!%ms:�\. For example, it may be͈ ant ��a� de�piYse-ca��or] to includ!�eviou2�s eE�Sew� prior. %5u%�yU=�,2� h lli!ed_ts in � �6+nd ru� full2- r 2aDd of request. :::note Giv!�he2W's key- struc� $, a duplic3 �t%} id��cal keysE�match!�|e�p �|wris p-Sly �d} ei�X refl�inDa� rievalh. ,� forZ2]�aX compu��at1� basedAo�s %�d�>+)M=RIfM-levelQK*Bis� (good enough�w � A�,� you � milli� W�, pV � nsid�� � 's��$Ingest API�:��de��a��mize cosA�2�D tolerA/u�r AlN �0;EIZ�TIM�� : -6XB �dAm-��ed2�4have a minimum"�  a1uteV^do%�usene��typa (ly take 1 Z!1�"; M� Z�.��� leadE,higher infrau� )�duh m� fe�g ͇ezi�checkpoi� g � s. UA< a longerV� !�%Klower x , especia�if a Ile�H�1 multipl� ��)h� period!�!�)�ibe groupe~to0ingle  I�cau��C2�)Z�.bon EMR���caA 4significant S3 p�A$customers ��i� �EMR-�et-�cy�!�a�[S� m�a.9�(s](https:// \.apache.org/docs/latest/�(ing-program (guide.html#S$ing) to S3 $ Databrick� lementa%`of >�K uchI 2V))� � Produ�iz�a � �2�au�{p< whU� � los�/$unacceptab��is� ommendee=set%w+ � S� `watermj delay_th�fold�� your�eam����onM� , or�F��t 24 � !Ni�ll��figure9A�Wd �!t�g drop �� Ňiit! j�uL% 8or out-of-order�eKdeoff!�a i� � �!)gre! �.in-memor១�u�by!@ U_$ job.� #� egraAPI�Flink ͌�qes seam�ly )**AE� 2** �is !� only {a���!in* rn-�!@ML stackAsWhileqyhandlesч engineer5—!$no |"Yng�oAreal-�� inference= mode� in@a% �oftr (right tool �3up)S **s!nful z �. �a�**�  Require��� Limii�� E n-�A�,attern: - ** <�?eM�*%**:�A�K��%� workBr�CmX.onDoe���$ire Rift b' !�� s)�t>�uQ�B^� doesn'� \�tb!Z2f19AZ�Archi ure`r9�e|� �#KafkaahKwiu E�c%&�Lresponsibility split�#1\�� $le�!�Deg A> � -�enrich��$ (e.g., joIh%� meta�)�iltI�malM $or irrelev��] Ensueat-��-oA�L ctly $delivery I�\Z<s raw **bronze**��to cleanA�ilver**M�s. It's*0 �_� Eni�a�> *Furt�Rea�* > P�Le also see [ConfluenVpag%�E�hAl Left9 digm�Dwww.c9H.io/learn/what-is-s<-left/)a explain� i detail.�a��u�1,-�,�/g n)�)8bef� i�consuby down�&(systems lik��E�#q�V\ApplyAWrowK 5ą[Aj%��Q �o$Le$KP� packagesA5ML�s�a �bJM� in o%�pra��d�d -��kN ��v� �\� �a1erv� s���or geneͩtr��a6լfs.�i/� L**gold** ML-ready **j**M�mos�m��byI�SciC8 �qMLEA�## (Flow 1. **ij publishesiP"**!c��'s���&���A�5 they��\ !_%7�� Ŧ� .r . 2�e|.�Gsam"�� !T wareho0 or lake**�� �a+E/backf3 1N�-����\set!6T�1dual-� �� enss ** �/beUistency�LBŌ0World Analogyink )�em **db�i�s�!� �%�xU lay��$on top. I�ɚwt���mi!-f!���W logM~�M � s (E�Iing�_�%, nGlize0 ). -n�'A9l ��those:i�Z �.%s)�1r applQ.�  /now��Ap: . A�Is-ca� ired? No:){6!!% ��)��� � pushq� dire��5u!'s}#@ via its REST end 4. Conversely,%� ?.:�m� d s� �*@ -&� :� is curr�kavail� P$VPC deploy!�s`Z� AsupC;environ<.8S� �.�A!! �P�vcP�ew �h�o d docuUE[ <!--��0ttier-ignore-�--> <6Ml&� ={ }/>Z@end> ���!8aa�)�!�i�o� ,Y�M M3 �S� with sub-fO (ncy. Record� n_�F�� immediate� ri.BI�5m s�3?6�ѐ  "X emJ� .J Qj%�`,'s managed c� ,!4�on� execu*�� %�mB� �]V t� nd�� &: Plat5 , ML teame��<**Easily build pc �kv�o23 ��A�:** as we �'s"\ g  enem| S>� 'erš auth�nd-T>% Alfamiliar , a�� !'kip%!���ed cod� heavyp �!:��byM sols��**I��Q�I�any exise B_ pipe. a out ���-��.**�QJle�%�get���NE��>, s� ,  �, monito� ,, etc. benef��of-� ’sqV UXAto��ei ���� it���to rew� %$3!��� mean�e�"to�r!,_�� al' 4 j!� e%��terpri��pu1ma<i!�fas�#A�easier�+MLDS ){togth! Qs �ra�M�d > trus�U relie��-�I[B!���d-a$� � _ �: {:�a�Th!lFU��(block until(E?ub��yq�n�cor|,z��d,9J easy���c�� toaz"J |� h�W5�%� �e up-to-��!a-�v�#rs  some�$g ver�Z�D� -dr�decisio� AKf � loan�roval2  #}F.ein�{ � abou� nnece�a��"��Pa�e  '�#3${>!B� CCcE� si�)�Vga�&  j To e�9�(Rn, cj� � F%� then ^r��&>?a�e =&�e p bel� s&A�ads 3� [TAn9   repo&�(github.com/�on-ai s�-1 ). A} }����v��au��� �� e^ �B�R)P -�� &��declarax 61�objecA4``j�&PushCo6, File �)�m&))6�&St��,�64, Tim�Leld X$ schema = �,n,�*�" ", dF']%ing�#.)o�+nJ.clickeWIn�,] }#fig =��(uri="s3://path/to/my/parquet/file"^%�J�% $_i�=" 9")� res�Zs_�q�' =!Bea-h�&)imV3>&)R=._,�#d �=9�(-%.�=. ?2�$A N�� �0,synchronous,oa� � of ad-%}�Z�thEKo.%z+- ` �`: [ii� K� e0� be s^#  x-Rm �aE� I�Q gs )dp icit������hi. mu��Ѹ ^ . Se��� T%*!D a li�+f A` ��`.�`!�to&��t29Lysn �&� ��)�'?"eri"�Mmi+�)(�, Fm%�! ��%5 tain09&� i09o in D)*!�R-^ S.�$��O�q�o���BCn 8 d. I�#is�<, w{mpL �y ��� as-�sT� ���i�.B�,���-o�bd=1.w'EL,y�,-��.-6��E2� �q = I.r ads_�b�_k$=[B(����)]R4D1�S T,owner="demo-'@�Tai !tags={":ase": "&�"}>) �]�F s_fv�C= .�:/ h%,^e,�K9�-2*,�*=*mt� jO*1&O*ttl*/3days=72�a a�>&R�*#@*!�ad �G�*.6'a2��0` ߅u�o `:+`��� autoA�c� kick�#f�� >^A�( om `F�� ~�g��. A� ���� �� �bGj-Ot1%�uR �)~!A� � q�� . Front�jo)Z%'.' � �(o��� �NQGh*Ou� �1uc� � 2y���Xu��mg�tso�ceive�7� .:&P� r��5*a �)�. ofay& 3 `�'�y` ��API��"{�2e � �> ##R�(Class vs. DAcator >.�C�-`� wo ways:��' ;��` cd � `N�0`� o~�~'�c when���(� :X�7 e�l��J� �isf f�.Q�"w�:~. Both!�roM%y*� s�&f2�)aiU | h�=s*.. HerO+�� �3zj�>)F24��� �c4ttrib)i,�j�h �������Ć�3ʚ$v ndas���P���:1�!R�1��.� n2�3Q ("CLICKED�36�9f - ^y�d.�2� �9#ed&R �556|2� � �9ldo$2��:���4 �J f��_F�i9# ���{, 5dfi!�^ �^ ^ ����������E�#^���&� $ Goo9-Cloud�m�difc(���G"ZMU�Z[ .[�:�a!(A� BigT�a���� �&� ��shows �4�$fxV�on � ��3��#X� up2�s��Jindivi" �,� Big!F�6�� &���i�)� p��_.  +-�R ��� O, � .�Trigger� .Dx')f.�,B�"AA C�=T FEATURE_START_TIME =;�83,�8 0) �y&�5T_i����nB �����4"��|�l � scor&&�B] @J)Id�!s��_f�)���@b�$%( # text��M� E_ cols�=g2�� �]6��6 l["1", "2023-05-10T23:59:00",m$-47.437337��>52T00:8", 2, 36.8373722422i 3T124,3, -20.57345n54 �459", 4, 15.298>i6�5.�,5, -9.283623 �)B)�.#Frame(!1�;a,!rumns=!z ).as#({=u: "q\$64[us]"}) �p��> i=.$�&� c7�d�d^d��1ii[� � �J|�fi�  y-��>��mvA�F| _�=�|��*� F%)�i�!�n- &tr��=>.MANUAL Q � �6Z�nma*kG��� �(�� ""� "�=F'�'.! F� �]' �3m�,��on>(�-�SDKm&lP AuVtn� �:s�n}ke�)ohA$�:� 1#ex+���*� �5 c� a U,ce Ac�� d gr�|D: � Ed�" ro�/� " spacC2$�(eedzo actu�����mB C, but a e mis suffi�$ `dry_runE�`5 .l,�rB� o ob@%C��E```bash T �ice-a)-8 \E --a� "��-�-:5"/d&; "AF�� ple"� Outpuc1�S�9�)�Key -�-�ot1� &#$it again. 0:A�8<Your-api-key> >$ID: # -M% -Id>�<-As68BE�at>y� b=bQss-N>roliG ign-E\- eIo9tUk �>%:� +b�Fk*�f#E�. �3. Ex�*� !_k�.�".�* varv$A*Dd `TECTON_API_KEY`�ad?HDto!�rx= ret Y&}Qe x6J ="my!�-�%M@�\Sen� ��[�B" �2 *Not�$& �P s cURLM HTTP�'>be > t)gFHhY'mm#�i� Aalla��!S�'clZ�B�E8pts�Ain JSON< mat,�,an a#> To<|8v.T��3��`h�:�? ew.<�&_clM&r>.� .ai/i�`.^-� a�*�,��- isl<region>�m� .1: 7r�r �{+ho', i5( `us-west1`� more*� J upM"� ���2�D"�- G�; **S�#�7est** a$6zaIequ@&ńs.CaT�2"�t�� ����+ _�+`�,_a�`:  of!��(���r�:�*� s(s)� 7ed]!̈́`:��to �)�����b'?iM XLne7 B�qEi/noU'��be �=*�26d �!&mA�be��/debug�4and/or�'a�o(ct J;! ���!`:�!�E�Gma�*2/%]��'rra> ?!$<�.6 ��)�Q'?P&����M�^�G"�?H �D$�0$l -X POST ��͌ -H "� or�2:m*�� $6�," -d\ '{ "6�] )��>) "MX": fals9" �": I f�$:   * ?> *% :/1-0�25:06Z�"v (: "C18947Z56!�":/B }3 }� Ɩ2-12-29�~�98FG569���/ } }'A&2��:e��A &�;x(oZ�pGs�:ricaP�M�-�͡ed�? � . I���P�wBml7 +s�Absamu@��Y p�Vj2a?� d @N each�f}<nt2�� json A�Y�Nam:��;%�m Me%-U�G�� "J��.lE�&|m "�3 ]C�OA�22(��)Ia�"b6f14021557d3f2ba95247add3642820�S2�I�� &<�ed"�3�he2�71A�c6 Y[o !�25 6o a!" �=JsA"Ex�)I5 i@�2��s�� �fR �� � ads.-Os.g �s.:� K: ad_ctr8_  =:r.�V3M*� ="AF"� �.|M�%sa�l)Jpredicts^FOi]��/d�)A�)V �ng_-V��Lf* GY� (&�j�"@0f:�/cYr �K�u�6-�"� %�� Zybb api/v1/ �� /get- s��) �ln��� ��)�cR �5r<"1 _map�� VVE�}Ֆ.��=��m%  ]��.�� '%�bN$)�d> 'm�Q�'s `getqGs�-Mc ()` �1o�k<PE?(SDK. Refer �= �{h *)/$�ͩ��  Error H�DP)� R�s An e(!3�ͷNc�Ogai�I`RfR� `)1 d�O���%+ qen2er� M ���eO *�ch6�KSW� ired f�/�!qd ,�h�3�;�. ted valid*� � etceh�r 2�Ul"�MessagE���>$ 9m �?1�� Q�A�N estV�  ~ A��Q�:-��.[� n�R;'!�!(bU!��s 6� . So�?�$(5�~&�!�!r%S "0-x,B2out�G4�Mng TTL3�m9 �J��`�i�� �_� %<���G .bEkeyword_ M_f&�"push� -c�1i�6� :�#Ob�2>��V2]Q9EXAAj6s�-:T��е] MI�H��( Status Cod��&~a 0%�possibl͞�99�&|.E!n|� son����| | -^ j���^%200 OKN�| <.Q�s�;O7e6L�Re���2J .NQ���A$400 Ba� �� | InJ��G body (�syntax� s)<br />M�}��٨s ("z, "�,B�):� VS+7mis�U bGY�ne�/!�4�7,la��rh�]��K+.- 1 Un`? ized9| ��J�| `�m=`�"X>?O���I$3�Xbidde6E|�%8 joc�Bdb��l�Wot5)� pehY a #xZeIon���~�l�lil)4� Foun]! |]�`, !�A7� Fad b/]b)!(.1!+fBd��>!500�ernalEer+  |�BB. AM� ct� S8Fz as�?�A����>�f| ��i*� Ex�ab sEXF"s&� _L nanoF�L�?: - E2 :pwo� � "[�&� Y r�21.S apar": (�)& Dd�Bui�Kthem)�.�V� �� reD, 2�ll�per!�ed.�How�M� �eexA� ��N=�� "las ĉE$wins" beha3]r�4If �~���F�:=���es(7:oru�b} ��% 2pf-�./ �5B�v�� 6ͮ-m � ! �V��6DIF d (` x`)!The�of � >[��f%��zA  n�,7! durj 6�4�R�hNone`�>/Dc�X"Uo�P 1#.Y��IELEB<!]�5XA���g%F3��] -�.���$Q�ype `"�?`s ;-�-g�h9"!nU�Vvi�#"cI0a [ISO 8601&�AYRiso�Y iso- D-and-U- G�Y)-H�`�Emat��- Javal Date�F�M tterB<#ISO_OFFSET_DATE�+�Z.oracle]Bjavase/85/�/ �/�h)�ter!(ducII�6��hA{�h!� ins�k� �I��`�![ �()`:�1%y$3/library/9�Z is P��;��C�,A �8�$E��Y�Rlangu%S�;s�BI{ad��A�&WCQc5k` `YYYY-MM-DDThh:mm[:ss[.f]][TZ]!s�6ic�Hing��AOl/edr�d unlessNJw�Hno� �numeric�D��pre-pada!a� zero�ne�ar HqZ� ed lengthɍ��"n,4-digit yearŬ`MM2 month�Z&DDB&day$- KT$$capital leE�T hh!k 24-hour c�H Tday2Op8�'A�lE �K!^y�����De:)IDb)`oC ent,*�MM Xf imal �Přup�H nCw&��\�j�`)�o�}R� �TZ�an�-+���f�J~nake��Y�a�P �itSq �NUTC�~Qn�z `Z`E#� - `+e�`- � %�!�m&d `mm`�; ��8Gy�tB,�zone �R&1.now(��8.utc) print(now�^())�&�;*�� L;dEiv��8Z (SLO)�!e��Vat&5%��%$is 99.95%,�1GUd oZ �Lling 30aX("(ESLO.�M&�Ri�< �a 4xx� &[�&de.� e�H�su�in�+spmh3volum!��3%c 5 -� 429 6�PL!.[ce� sca�fapproprL� $acity.LN{PF* BenchF` Fe�!)� e: o?Snc7@sults ob��!bB:�)� 9�)' L%�Fme%�%�ofE5<_VM S(i��5o��te. Si�?�C&R,y"hG�k �MivVa���6�R )xng *A. e etup� &�l �� P&�]8GC�07#-1. s W� to2�:t& -.�II�s Tra*FE .N&: Dynamo"*�%: All LamXW�'!�`&�gaE��/ Size � |�(| 100 QPS |� 10s&]N �p50D7W 5> Np9'7169 ; '5 | 86817  '9�6 l | 12 E�8 <!�#:�092�9 S% :�N� ��9 r| 112|| 8 %�11� | 13 | 9 � %�124A | 15 �| 143 %�5% | 21  190 %f8c� :^�$a~i�� *B � �(e&T�+'s�<er� n�Tarun��]����� ��q" C�e� ing e"o08-wiwy�Q&�vx�Rlbe��F$��,�Ea4�&Y��:�t�gV|:_]s�s�B`�%�'b,Ij_�0�4� >�3*�3,�64 ��#�25�#)#�$�s.ad_*�@12� �s"38A" @N=$J�NA�Z, _squ"eOP4I9J's$�*=^�h1 �%IJ%I0, 105\��5jMI�6"#a;s��u1�, ?:�entK��y!s_ d(A �M^:V[1�5�] =~,"] ** 2ES9V^ �^ `ou�3%Qma�4fwYa�� =s�G2�N6��S<-W���� s B�S*�E�.V�^�?�qan.Q as �Z>��LvL�eed5 23z`Tri_>��1t�O�ortB�MJu�-E:-E_id�9$ 9, # �C 1>� g  o"����"aũ7won’t �� U�'� p�P }E�mc.�9�>2� �BJ�S.vs*�(Q�eRye�~�D��y=1�x�kzk2�l�x��2`zsumb^z �24rMc2�*C��]unn�N!!:��}�}�}�}eclb K6M� j8e� >�'*��r2���R�:� "���%|Jpost-a&^ � a. P.��f�����&i^j Q�de�9L"�a T� qU&; �U�.s*enc�)��O"�%�6U u�Z�}� , ��.�) ���'�H.0R6�� &�� z� *T�wa�~SV6� �` �` 3kCDS!�� �(Qh�(�(�(�(����v�7Ք^"E]��v�TTo`Xrnb_a��#�Z���|%is��, �nt Cont2��fKuo-O.j.6�C�x �<x, sBo��&�XF�Ii�&pR>:ucj Ma�t<  i�'a��� �jab1�r�of�.��lexP �p��adt$uRi1�u;�+/���more *4/%$ll.�Gby �5 -< ��CBAB2jB F��RK S_}, Map�. H6� �, &�J=�~" C��t�s _�so�!�= 4N�:4(�X�IJ�^ +VC gory"��  ) pricN2I#] )�a(H )EAa!�2�  6�_��gJJ� ��S��e � ):=/:-U6<�_p���= Map()$"�K))� � [ 1W� YN^E##:Dqmerce�)�eaMA)��+�!�R)W= � �bTHdeH'�="-��"� �Y40�1a�!�DH"I#�M��5B)��.� �Aҁ� �����U `>`:�9 alcuo��m�tE�� ���)�'�Wr�A:�bt q�A��� -���(*� ,pN.ER� f�j�U!�  &_s�~]~]K��9�� I���Z�LL,"� :� ��bO3_a$dule=5�%]�� f� Em��-�2 A�b d�]���oo�� �pp�� �n� car�5� 1_m�_��V4�m42�8�^&�O] ݉:'AKŊ2)r�@H z[B�]�d]͊"�3�%R@�v� 2=�$��27�:re�!�;�'Ն:��a g�j��H, say "electronics"�� �2�7 �  �3!?�J�J�J�J�J�J�J�J&h"&~ _1 B9m�2�Us�(6� A�]�U��b�Z*� �i��1�1� ��aa��s"].get(2�, ��C�( E��+�tW *�&g%�H��&�&Fb ��RP.R� curl�H:� "?ڙFMšF ��FJ�F&��6&�:��E4-��F��� " =!i�CP1 &: "food> �� 50.0V "�FF�:�f2�: 1.5  {: 26eq .�F� :`Real�Wextv(2 s #�"��GV+$ (RTFVs)**�hy/*ru?� �Oi�=vC",{&�b���*�deakH=v a.�'s�� 2�+VP?xt|GF�,�GhT0��!�� #"Dx �*9xsSuuly�MFKcxd�j"> fac/�Ou�Q by p�4ngB��9iN %MfL�z  \�Ct��underj.� whatJ�9k��N�*n  **@#��**P\**) �{nd;i�es�"**`& R<Bal G�J��`run_6�g# a,+BL? �A:�ihL)e�eto%KBH2� `-��Z%�`!�%�`` a&��V)� ��Eg#s�,ia�u,�Y �$��8i��:#m2� D ';-M� I��3ct te�+al �2] @a7A��n (... my_V"1;�%Z.�[ u�e9-�U!�m� A 2u��� 9� =1�.Bs��#&y#�6**J�y�A��"b1`�s&� A�a�!E[k ��|\-��)��A"�~ina8�"e6��-R�+Fies �`�[Se��XKel�*2$5E"�J� � :r�uc6 W[�0 >�e��a�M<AaO� :e'�i 2` Յdihz(�cB���iA��pu�� ��7�ut/ZoaY'!�Q���A6)#&M�*3!=Q���<ard �%l�- SuitLW!T�wrBHe� �7 at aEY03�U����)`��]�I$ "w}wyX>) ~�."#N � s. I�G��z"Ɲ�b�`�a� manipul���W B�����ct aO'�qp�VoI�!��S�}-y5U����m��'�7 7I�A�!�v7qzU�F�i2�IM}�,J2�A�N�5, I��A�!�jg��6*Y�.�/r a�IW9 ,��J,5�Wa� -P*�F}&;$wUVi>$La� , j� t�0&r0�|oEL.� �ai>�`%s`E�fr�; argu 0H � b�J)�#[: C��� Days0c1putAErV!��xf(�N� 3kY�� =J�(2�s�x2�^]AV��9e*E saa=" �� ��2�%q�("F"�r#p_sD1&�$�XN3"�D>?, = (b� -Q�u96]).E�F� �:m �& n �` � ![� �� ���� ]��q�A��Xm��QE�u+ rogSD=a�n.r s_i�!h� "`W�I\ j}��Bx� xe�5ápv����:�~-w�D.�W�m[����e�E���]�"a(e(r�_ b^�M�9;/AQexJ|M�v :[.�q-j.Sv�tB�\6]]�� #� aFF�E�a�\J�V:Z6]�6EQ 's L�s a�" AV� �� comb�:at�w"� ��.[,#b(� ����E�[b,�rti�rl"�w�tNtA�Y�89�of� 2a� ��anx.�a��5�2,K^:��fvm<a�-6[5 w�8n �"Ӆ�7st )L& �4 �&��)�P��Lf!e�c!� )]),h� �{�Z�.BX*3(} .gu�N��D.-(I-,-4.>l�s}f =e0 �[.��y�"E Ja�:M���id2���.�":v�>������O� "~i��a��,e�n B� �XQqQ�hi(it{� �w|[ż row &Eia�wQ��+a��>rin@Q�*cN�E�c��ag�^ K9!%+� �b� =M� : ["AlB, "BobCharlie1�)��3��� (2009o2F 0, *" .)8o)5,"z.)12RV Smg*;&�^ 2D ��0���*0xlJ�1!1�], } 5mf = pd*Jm� %�) �==M?y� 9f��2DWEf�?E��"== ).to�Q$j>����VEmuY��C�=A}�(����|�: [.<N� ...]�O�Lm)�� J�iRH���9`J�� �ber-Row.�E�^b _df`?�su�B�HI�!]�?\:+j� ��Om)u�K!�G.� BU~%�ro�D-*�YF`���G�P����0leb\!u�%cυZ Te7� rF��Za C � `MockMa��[RB ZP� a6Fgsimpe &FscenarioX &�-b�/(hN)"0�O<��;�N4�I�����Q��"�%R&< .V eZq4 i�M(68+=p[*�lA�*�#Z� ���U t~H�5 3, 9�/tzh,&��C}ua.�!Hmoc�^y�Ere�rY R� m)&  =.<�e5={"my_ cmy_�����N�� )api�9en-MyApiC/j()};: # Ruk�5���^�F� �C��4��C":| , "��":%��B�2q7͗1,Rz�yEr]C��## OverrTA�M� P"M�Nam%y�>!���)�ise�"�"H`u2|h� Zrid: �a5B S�"_p�ri*O ���*�iAU 2��yf�^�� 6��:�~ �Z@&� "� �1 :A�-0:�mQ-"y#Ky���MK,� S"�#E�3����~� {( PrivatePreE�h� :��;͙ Tabs ,'@GRe/';�ZTabItemB# ';'!�� �K�-f�� )�s�-�l,q��6q &���1s,Js}��$.�Ъn�� B�+�JN',V�sK�S4��ma��e��� !}{*�s�N���>�at�}�ce�  Cas�Rj u"%�.�qu)�M�)h%U(e.g.G%k� ��� loY�) -�7W"z"o�K��r��. M9d5n̡P�9*E T.�nði�� )X��^ S�Vew�m�� � j-3.8!� 3.9&��h���#srHC��(GPS coordinN�� geoh�s-�1$search�/ing�� a .Ys Rtst!�rN,/*\Z-SS|�X:ft�Ucal  k!�E�!�embedg similar�C�&�%�iQ�%�%N (s� RTFV5 Q�z�nbV[I %�s�vy�&�Qg�ɔ/blob/�/rift/���fs/>�s/eHI��is_�_than�� .py)) Se"eg��!<�Ui7��,�&ed�!ru-�z �L��e�ongZp � �"G  Fu��s `Py�`IFqJ�hP�>s"��6s �`�y�s toe arbitS�:[�a�]�7or ���� �:5"c�"p� di��Qof �Ej q� 6*�� !h`"`� "�$roj�#��.Ds�:� �2�#e64 x��K%x$.4:[3�/64C>�: � =[txn_���w_m&cs6M E#" �-s=.3 risk�+&M6" c�_e_((bu # A>+BA�D l� )� {.�: d["H�F!��["e� L"]"���iz9sq9S���� } ��da�e&N�t�y_( �%pt�E8*�"�� �A�B(E�"�)AsUW�� �6�������������_eE�59�� �*$M��>�)[.���� Oק�� .;`� ion`� s <:� 3�+6%M�r"� SQL- O��,�:8Gbe&�Ml�� �d&t#�FSerT�ou�~�h� * �<orq*6�a`��.[ H�&� }�  * nalysi�  ,��r="�:6_rt"j���& )6���%�� mFuz����<expr="(COALESCE(J~.�Sf - r* mean() /v)$stddev, 1)�&�)I�::c� -WF �V�A�W�%a&�or�� ��쵐"_&� 5�U~A B�Pr!�ca"**�&=�/s�:�v-g�r�j��}%c| ea��R�ofx edaG��^t/.�A is c� calCUavoidT2&b o| �R6,Z�i�am� e&vQha�'� UJi< ��!�!��)FB� Mode:�)W���-`F� ? capa��i� HA,algorithms /֬ic Nc�d�] 2E�Vs"2vWConfn�f�A? ! ��com�3:8_o $�W6t.U�%: :Bif�w%q�W"� ptim�UR`} (_. .�Y�V�*.�P+:Z /!� U���0 �� �� �y_"�f >  � X="" o�clabel="}ls">B�6a -R��z .Rp , Boolҡ� ��.��©<"�N~( 6g� B�$:%! m.� )6H !_�tarisonRu �a���KFCB?��R� �k j]ɒ1D*SH=� �b�V� � j_�<=%��P�.� ��  >��~� 30_mean_24h_10m�!�)}],�� <"aN�a"q ��R :�*�"I�iG.!'U�t��J�E�}�� � }�-���b�+"� (2VmN^��f&X.�r:2� ��� ZA�jUJya��esn0Q�"]j ]9� {��:2� �i "] >.��~3u3 ~7�3�3�3�3�3�3)�����6oJ��3�323~]�=v�� �O�,�9�Zi�ee�-:��)�m��J6�( �^�2,2��0 s>�b+� �K�Is b�+=�"[|5��=a ��uct�2 �(�p`�*Q �t�ese ir)Infew.��7  �5.��{v*kee,/min_�## On� �Tm��ůjs�,�gah%�]"P$�n�a -BOna�k ���-q5' immu�7��� �4�b>y���,a !"��$>� ` reus 8_<� 65iq�H|p�e�1n excePL>�-)t=I o�~I)�] �-��n utOh����;�}aBo=o-Y"A's�F�"�� P)"RUDF. PyyI"A�e �'s=�oK%�^\%�>��sql.Row�:,�4(1�̋)k -k,m:�q�V~�%:6� `�`rMEM&i����try!W#��'ab)�.�X!Si �o,r5~ ���B è�аqgH& Run"4�\|*(; T:��O~: 'Row'o<Bb�i5!�@gb�2̽��Xu��`=�q��@y�@ adjuZ(�@�Y^�N�2J�x)�� Row.asDic"o ��R�-�"~-��>!OAj��ed �fEC.asV���2�' $B$ Ŗ&5S0�uct]���60Q. ]P�WJN�7�2 �Rr� J{ I�s=[6Bi*� ��_"�6 �uct" 9stN�])&� �@tfv�$S !p�FiRk����_�e = is�"�VG[z9�],:5 �%e =x">1Q�recursivf_)�1{els���>B�.n"9�] += "_V�_��x" 4 {�9`:2P� Aj��BuM�"�&I�lݏ�!႑�,sSf&�+R� ����[�&$8"5%�$th mix�35t�A6?be nes�!}���%�  b�<!��z� � A��%.Đ+�U�-fn���� ��� =ars[)� �Fut5��iָ!s=����#"�$ usage: An1��1f��wo-dV �.�� mi�z��� aic�A-� " �<uctj1eW^��5�+oP:�)e�R���V�� �("S64�)2[,~�=�^�^�t�",-� СA�2N�<4E�zCin."�*�X_m4Y�A��=^.,"ɍ���:�B K2��+d%x * >.�:�:2�* 2}�} "j�:A� n�Vm�B��v� Js=[Vj�&�*6i�za�ebook.�iwEy#�4) 4*�4�p={".�: [1.�. 3.22]}) f���m�4"�| ("my") �`$Zi�")jq.JJ\5>5().�(�5F�}in +*��. v+ |=0|f__2�|�p!�A?5�{2.46, }b| |!� |{6.44, ~8. . v+I .���K E�sh J �:/����z�2��d����0�2VQ��Y^�"-�/>3�]h-P237w2"m<�_���a"� �Qtr��T��\e�2_9 >u,'�;}"��.2js� $q1H[["A�"I�]���V6�29R�!R2F-��a�Q "�9�2 "��� q ٴ }2�)�^� .� ing"2q.� ' %#b��&�2D �� Ez�\!�  }&��-ɮ~� Rp � ^/�� �� f��� �� a _of� s� BG��� "� �� �� >�", > �r� n 6uU>(� *� Bh�� V� >gF[6DZ� �� >!�V3)�V3:V# ���bQ�oneI�N2�~\�������"AO equivalen�P#`�t��W*a "J3"� �P>  r&A:u> #FQ..6[F�llm �H�.�EM�6T!������ �� }.�e!T�s=[>�2]"T".� tf� rR�* rW")vw�0 �0 0 :7 r�__> �> + 2E [.F , {3.69, A�,E�} ]:L [.M , {9.66, N?.G . ��Z �Z �Z �Z �Z �Z �Z �Z &Z 6[ , ["A�"I�Y|]M������ >�* ^ "� <1M��WJ� 8��29f� .6 �� ~2 6�J� ��s %l.J�� � _:J�� I>� J�2dA $"� >$�S`Al��+ \� &���"օas > E,^ V��a %Ece ��*�N�all�� > v,Oa".4�r'q� ?R .'bE� sH1:�"w6�� .D "��&-Z�8�D*,�(*%w�= am3y*)]�}1o"�8B� E=� �o��@�� ���,U Y"%��!s� y�!-�a.r�"�P6��J]&� *�.B6 %")>Rv (:8)�!�<�n $100&N0:jNW*Zi&r�)�&)�-�'o&100]��s3D�Zen̆����iP2�~M�Y)|i+^:f�^'�5qce z-� &� �.n.��f8- ��u,er_than_aver�aage", Bool)], description="The transaction amount is higher than the 1 day average.", ) def tr=_ = _is_ =_than_a 3(g8_request, user_. D metrics):�an = (0 if~KH["amt_mean_1d_10m"]� NoneF else�H@) return {"J�V":2D-� "] >.��} ``` ## Embedding Cosine Similarity s$ between e7s��a common and powerful cross feature!��t can be implemented with Realtime Fe .DViews. In this exa3,E@ R view~comput�theN�a pre- 'ed%���a querypassed i�e -L todTecton � Service. !V0python from t (import r �_ �_�(, Attribute.4.types:Float64 ! ads. B _tables.e.� z:�HadJF2 [$pandas @R�ib sources=[2Cm���Wmode=")H"�j�=[5.("cE�_Y�",1*R�CE(es%� =b.U-ad]A�EM!Z!��_.��(.>��-^(numpy as np�EV.linalg) orm #�K �2s8: np.ndarray, b. s# Handle)#�ase where one or both entities do not have 65�.� if aa��&K ���� -1.0 � <np.dot(a, b) / (�(a) *  b)) 3(result = {} [J0] =J,5%��["6"],2[".�"��.asa�("fi�"2� ��7��R���Struct�bs�ZR�Se~�iAIFielduM,�inguct �_i� =6j([@("input_�.�) outschema� �:stq_f�"xing), �5L � )]),)z�J] �s=[6���R{�%�", �R}O� a 4�� two �s�:s�_ '_��_rtfv( �m�=^ =Ѣ[2uI�m?{U�:�:6~:�(.m * 2)��Q�-�:2�* 2.i�&0RTFVs ProcessA� Data��Batch�sStreamFM These@s demonstrate how�creV`� p } dz.,materialized �2} (BFVs)�6  (S .a�#�)� �.Kz�:�Rf��SeTD, Timestamp, Int64mVfraud&_b!��_0date_of_birthр�2�&e = �� �y�]�TBM >=M��3) q�W*�� �)]z>��2�],:7��,F �'s ageF days."� �q�Num����!51n, �� �,= .E isoformatu[=�D]).replace(tzinfo=�ɫdob�U��U�02"���6td��#� -2m� b!�: td.!P�G.a�-�bZS:yUei)� 6� qbEz2WPerson�Na.ya�4last_game_playv *� >uX^*qf TIMESTAMP}f~2�<""Number of minu; elap bcurrent %�(co��AoB m� payloadIPE � 3of !'s � ! (fetched La![J ).""" Z�R.[��Jq�2c �_�_sinceO"�=��) t >+installqnm�>���a7Mu -dyE= .to�[]n��a�!VW�-I� e,_GAME_PLAYEDa��^�BoN��B�� I�� forsdb R� mende�~i ^,VEf+" � V # Assum9pr�s'�s> mM� Er}:�TP =s verif� wheth�eu�candi!�$ %.has bvisited!�byu���a�!� hour, it� "0in%*-!̅ depends =j J�F�search_�mY:.m��F�!7ed7_inI�10_pages:�:0}�6H(��m� �_i� .6[" uid"� !P�U=�s .2? �distinct�01h_continuous ^ ��6�F:.�inR�e�Lw--- sidebar_posi��: 14label: "Calcule��s" >h$PrivatePre��Ak rela� docuRD # NU <!--� Xttier-ignore-start--> <:h limi Ts={[ A� "Onl�ailv�OVa .", 3Set��sup $ed SQL fun,Djedea�ctivelr� ex��ed. See= Expr4 @on Reference belo��detail� �Ple�reach� �S ��D ions� feedback!�e]} />V@end!> ## Ovew A `=�`�1� Typ]i� llows you�def�per� nt�$-like oper%��/ your��� a. B!�oid!1Aoverhead!z exec% a Py�-,:��5�� an effici�alterna!� �H� �Q don'�qui��)�veness�a )` `!�as`�h ��!�. =Fps a \r��ed path� E =1su!js sA�ng!ga&values,2�hmetic=, � (`DATEDIFF`s� Usagej�)�pqSQL%�A�M�s�@!�`expr`  o*6:$object. UnA9;�.<B�-�wEius� decorator!/!�,R*%a�,by directly � ntiasa `q�M A ` ��o>more 6�Qk . :::cau!� J� u%@69 "I�not �6; Q� _zi]f,5H h� I���$on_analysi�JDname="c��s�"��"� E �,� XB����( e� �z_scor� AW="� S. -!0ru.meanS.�.stddev"*�.w� �ist8above_threshold � �re>�>6�N? � ], )"5�JSystemZ�A���'s ��� s6�2 val� a��� �-(s. When wri&�ɀs, !e2(automaticale,ferre� ��^U�eÙ�. In�S8 bi���will rai� rrors dur�mF�on ra� 7 runo 2#  S fail.<-��'t add� b�iint.�Myi �",%="<.�> + <int>"9���N��6full lisj2ality��� foun� SDK&.Nb� 5B� Secret��qґg��� � [ �,ָ ��  "Must!en� d� I�y g ]}/>Zi�V (R�) ��*�A"serveQ�sA�puted .� , �AUdynamic;� ext-aw��Q� gene�e�,machine lear&� ls. Many �A� erac�zex��al API�atabasesu�ic��� ofte� �sen� veCd�als"FAPI key {ag�t� cr- ecur� is c�6cal!2 prevK unauthorcac !Gensur*� al�g� . With )� ’sU�ManagU ,%� can � storpr"ev� se sY���%E�׊� :::note ,!�o�$ *� in Tran� U (er Groups. � )h Z,q� �deploy"  ### Ca Scop)!a �� )g s6�organiz 5m%}.N ; . Us�e5 CLI Comma�toA1�a sR� ]!a$ {m�-& -s my >(put.@ -k MY_API_KEY -f Q .tx�- R `Y`� -Wsi�� ~..3a 5aa7(%��I627I�� <-� �"fil�" ntai� m�. Q1r2our5�D.- A$ma �"�Aon)Yaa�%� �a$U��%��r e F��toa#Ad� ��ue, se#at we a� b z*l��in� shell�mAT hia�y( the !��$�% )�.� op� � eGdYe(Workspace A��-�) i< Toy!r w4to���E0, assigc$appropriarole � � &-� � howlowF�P-�Xrol i C -w <� > -r-�7 ,pe_reader -cyJ-&} >M�e E�2�::!a+  -�% 8f�o ��!�9z)v s ^�U�)��# App�V�e � ` B!Y���&��}u�F/OpenWeo Mape�Aka�Key@K&a� `)��$.'���"�j��Nq �"^i_B("loc�*O w �l(^���~�":^�b&"� "�("Cit& �B #Summar~&D&�*9�PA�* Tem�u�2� �I�s={"open �,map_apikey":-�(e="qK",�J="�b")}� G_&4",b ib-�soapi_key%n�k. �[Z��R H_url = "http://api.6�.org/� /2.5/ �"%�paramI{"q":�[Yq(], "appid":�0, "units": "m� $c"} # cit�_Ztry&_&respons��.get(�, �= ��9.|,_for_status($�� d.json �_�b =>p#E�:D�"�", "N/A.�U� 0[" ["][0] >maiA�R>.�fB*3^�N�: f"{! ['�' �D'temp', 'N/A')}°C*$� �%*%�excepOests. .R� E"ion.�t=-� .�m ͺ��!n���Ʃ����yhz: key - Not� at R �_ ]sw needptI� ext`I�eteQ �ir tr# ���ra� �TO (s) }J e.'�"�Ci��Y . .  �HV 6  ly2� p^_3 wd��n aZ . If!� e  t al�y’ll5d$ �a aZ�U E"�.Z*svid!�e infra�'�. necessary!_ �M "�&8at scale. Here�*oconfigu*� ^�2��!e�.��Pro�onedSca�CeN,5�S�r�8 my_team_tsg =R$aW��.m��]="c2� � )7�eC >environ�=" �-u-�er-�:1.0.1 6!eing� fig=^ �d� _nodes=�()�` Forbe$epA�If�!�"� V��� a��<Z/:� �wj � !.: `�:`qarV��E<ires third-partyXfirst � encies, p�&�Custom E9� !:�7  V�ead) 2��VA�ice���AH%� VX OHf!� �f mayi� &�x� !�Zl A�mR~" � n i�  .to.�Gfvq�6*u=_i=_gr6}� "� ͊1!a=:�iG�w�+4m� 4_destroy=FalseR onlin 0ng_�=Tr#a�V�=� I zs="P fv&A%�{�Z r�5��  (also)� mE :`)�w �E ���"�!N�E�Ac HTTP*to ,�� E@6�7�� crib�$�� (J E^in 21L�>�newly up�#dFMZsE�0take upto 60s�b1 m�V �O%� Gng�.� FAQs� W% !63preF]$s�eE��Z� �)?� -e�x =s m ��� F�w�6�\Ej! �*7 ��A�ZJa�m:[.\p�!VA)-�N��V3- ��"� �h�3t �ht |2�`1�� ^��ՖN��- Can IMd5�af� e{! Z�-�Y�Da�F8I�II'1���*!; %; Ad %� be:�usea subsm n*� iG%(yK W%`UvayR?�ag�$to��N�� ing.a-7s!�ltipl� �lF� S ? -:7NIby�!� them�a�M?s` di�$ary�m��N�.  ),.l 1�"h B�api���"db^;db6:(DB_PASSWORD>  Each-�)�tq !�� ible�+ . %�My:N!Ka�an)&I�a x.��H *V& couldO Ly��!�fo2%;reasons��� SDK�)s� doesA� � s. Ek�� >%� 2Dis gr�r.n� equ�1.1iX �)��(� "��) �exist L m`a�C��s.H FamilI� A�<all a"�'>_ ��Ea6G��KES�K�( ��%FtA�R�� �Q�=��&7jz�WhZm�&  throEa `KeyE-!`Z XA;Q� `rough�n��P��AP!�at }��%LV� !|�!( sist"K !t�]�S*�( furt�,!m,stance.�#�!f9���8 grpcio==1.60.0�# via  !-h�=$h-checking>refle�Fpy-<$-prometheu�� ��" �>cF�Z8|�3\<==2.0.2 �.�-r� iris.i� >A�(# pyarrow�� .i2.3 %�i>J5?-cl�)==0.2@< �.V�s4protobuf==5.28R !�iB� vUr9�$psutil==6.2JB�B�8.}F3%m ==17~\�*-� �$2.9.0.post]� )�( pytz==2024.sixAP162��b * sd==4.0.1-viB�6�X6$Jytzkf�```�}� �#nded:0.4y�bli%g(7.10 fuzzyw!z1!{$h3==3.7.6 �r*CA�o:'y�ipadd' 23 ja�� klerA� mlforecasE� 9.3 . pars $1.2 nltku8.1q�1.24.4u=,1.3.5 phonen�54s==8.13.20 pyc�Era�2 ()�snapp�6.19�3.3E1 regex%W3.8.8�9e�3aX� �-o�#lib�3.:?.(s-unixsocke�(3.0 scikit-�$!UESsci�1.1Aseabor$12.2 spacy!� -leg 0.1 "-logge��5BJ0, toke�"($0.14.0 uni ,dEn(3.6 urllib3�26.16 �Ls://github.com/exploU / ��ls/res es/down�6 /en_v0_web_sm-2.2.0R,.tar.gz#egg=65A��r�5Y�annotM -�)E�a�ŭ pyd�,c.�1  ��-r /tmp/!�.�4thinc cataloguE�0a&Z"% rsl 6ertifiEN4.!�6�EAC chA�t-�A9A�A�2B) lickE�.7 qa% �r cloudE�0�� sweasel "ickleA\�f y� w�A�1.4 # h%!QontourI�2.0 ,8 matplotlib cyce�A�.-v6 mem�N0.8 >`&/hed 9b �E#lo!3a�UhugDDface-hub fonttools��49N�fsspec5� �u>N�=&J&)J^M$googleapis�Gmon�to�)69:6 �a�6�&c�Z�� �|RYZV 1RV4Y6�>/�6�b:T}^I:rz\6A� 20.3 6� idnaa6 � e�:lib-reso�G =6.1�]�F�v�Jz1inja2�1�ijobe���?%��#.� kiwisolv�q1.4.5 x�langc��m nllvmlite!P4Y��(a markupsaf�.1] � dZ8��:11�b$murmurhashA�:�nH>vQ^z!L �~�% !5�w%��Aa�$window-ops2�E62r^�?�  ��9a� � ;2 p ?1�� �z; �+� �& 3J�"4  pack:- ==232�:�a:�:F���)A)51�cnh>pM�! :"6 J� 3qL^tpi� ==10VSM�A� 0.9 �3{> &� 4.26�^�H�B>�� �Jl �f�� ��� .\&z>�1� D�I16QE&� pyS ing!)R� .��:yI=76L 5j�M3��myam8�w>$.� > ��%2^e!N��"� !G� � n<>�P�5y�2& 9�-�B?a�[ �b�7`�{y v9.2� 3�n��&� � �?.z2� � b~.y �:� sm�= open�� (�Bta!7Q�fz� >�[n/; l>��Aa A�4զ86�!�& ^���| �� ��8 adpoolctl!CYr2�&f q15��brqdm� 6���Nre�ae)bf6w 'mjtyping�# 64.M;N��! ���>k� b�:� /P^1ڑ 2�! 0.25.�wasabi�bo%�H9,%�-6 S�� /w"� c R.q zippA&� J\ �r�1&�J�&v :X 0No > �yNc13.3���0>5S```�+! Pip .\%�$�@.�%*�9ublic�>C� Tab�" '@e/';-� Item�".#'; V*B*jC2�/~�9BuildM!"bX>8%s�le}/�popular1s es &in*�&s. Here�Mn�Blb t " 2`f5:�+� e�get��QiliA�COY R9<s~�)�2v2K�1*�1'/�%*�0\2("text]LB ��2Z2&�WaN1�b2AiY("A"�K*DQ("!$ial*BW( j*�*s=[�*�*d1" 1��+8_Q�=["EE/>=0i.^H�"v' view�@��1�+1Mq�l �0�C�!.:+.h,[[9�],�es4P!�]*�2N, P1F�X00re� x+�new `BNapra5/�="QF�ici�.�"�em�� thh/cDTint�8at!�%i��{�+.H@helps �;�Jatibi�?�*�#er 7 ency�ol�C �.run &cC"�E!9�-P,ed2y. **k0:**o'ykDf `.�`�N3I%bQ$�/aI(F�]��Y�'/3LdF �GAbe�Ad}:l2T�">�%O�<��%?ut2�,s �Z"�)� 8runBq(@)A@4rieval. Specifn# =�0!�ej"of��^ �librar#Mn b���\���L p!� ## A"t" A.Y �> p��shAy�GwJ/�_ includ� � o:+��Z~!�i�? fied�(a�+Ea"+$+ er, /H").���:0..By piE�i!=U +U]1tqH>�logicI@�inu�1!�reliablk%a�&�$N)���|%us�C-�%.��% a lightwe.�*u"minimal-� �bp<�.oFe�` offer�9largej;%��<on1�:� .��t�B�K�$�?�1�id�A.�A|.����|�YeU�d | | -� >@S�:o�,| 2023-07-26�641| :0.5 04-02-20 0�=�C� s%N�?!�k\&,E��-]�2-all`.�Z]�&s@&+Qdep*�4� A�no lonA2� most c1ers�x�*3C(JJ3UG&81&%mig[to a &oN,. �JI�!��N >Qeb�1)�2.A?.vB2B 8-02I@�B3B29�B4B 9-27bB ## ��.tEvR�Ed P� �+^�nF0I�:X*;�83aBNf&pV- to�MlA�w�T �\9+�  -f}<TR�"��Ke��2 ŝ�6_͜i�G� lL4.� �d"� .� $ vͰ� 2��2i��SvY$yC&� , ��0�/�-}� for�)b�o T7eA�X`on_deC_I`!Q!� x0:�Xl�*; � !�2� � V�� !� Bw�K� �:al�:]��� �L�W�r�&�)��Vex|*)� 2�ʢ�>��P��5� ��- QM]+ �� in d#� 1 ��i . expec��to� !2wL2�O "=�.�,�H �Ma \�,)(� �� r�- addi�=al67�Qly � pres�1�5. �9w0gf�2 ~yJ�Zv`, � E�� �R��UvVJ�and�Na"� 5"�3�`E2� r5_�_!��G other&���=not �!m �N�E;�  `�+ `, `e`, etc< � w stra��)Uf&� way��-�_W` - Any���1�% c�?� �T.<�0.0C�� uT�+`�'0`>>> (�>�0hi�n>H<�Hl�l>G> � 1>� {!�n~�<rI|�H~v��m���(!�-vG@ � Au�ly,�Ido<Qz /�i�cK1extra�Nv'u�..����^� Let��Nlook 1��. Say! w�Xto>�A��V�nq8��2o, �Oiol�X�s!�f a�n� i2��Fi" ��) � *� 1`. -�L��� ainsdAa�x!!~�_��S2, es"�j R }*� =)D6�cF|j,:8I�����V��������V� le�Z_�/� >mmTK�cKNc��L.C>&B& =["�n��3&�.G2���i�JFQMnp�J.actn=+pa�n(�A�xt"])�I.q 3sum(np.J .isalpha( W 7�K6�:2Q} �6� <Efsr0A`�acem5 <ce8A� s=[�b',2�L�-�R=n�"Ex��:�8IBuij *6 G Z�=(dae8� Kz@�*� s�c�Bo�2" ,}Fg ��ies Z ins�g�- DkZ� ion,�>� ɳ��� �x���47# ame.�. A*Ia�eb�.� �>k3o:e>=a)�l&�*|�{�&�;`Qx`A!wC>H)anb� N�[ �! a�impRon `get-nat7"�S�;!� 2�A�b� nd Teeg.k�;M�n P� =YH�*%�&�Is�T �byQ�s���C�DYC�VA. TvelopPtesGse:`off�VZ&iA]� v~ "Z ��U�A��=�Ql:Q XIi�2Ginfr9g}� <'" >   "�L="DZricks" �e2> p individ_>( A� tkA%�: `pi H� A&�cly, copy%�s|2���th,l)/� rZBQ�EX`"�V-H�C2X at oo<� </Ta%NEMR5  >�\J  , se�x e [d.�W](�6(aws.amazon.�6 blogs/big�+a/ [� "�-on-a�;� -cluster-!e-emr-1ws/)=W GA PyPI2�EMR5�� . %s> �b Unitu�2fTo�NRe�E�VUI1�:c J�FFi +.q�ng%�a� s ha K-k:�MUA��S�I��f UN.r^�on  ��R�O al L�&*total �9 obA��splyU�A���mlexit"iB1I2u:'6�C�a :K� ( `sleep(1)`��n�Kr`H"1��on*AruzP.ha^��~q�.�a�"�G   s some ",h&$DLY����}q���K e�>��!cI-a"�y"adW :�API. Ex�h6TAM�r}n*e_&$dds 20-50m8 top�o!G6G�� I@)�beE)�Rqr� sudden s�V�Btrai�J!AhLsO%C0c��#;�cUUbU�yxa�6FY�6UE �wai�� upstOn6=to� be�=y� , ma�A !%1 )�ve. O�wis tZ�E�bUaoc$rallel)�F�%��q�M�`o�h�! �RrV�)���6f��:cU�5� �%B`!�er0xSea�J$a�o�:�^�`meta�?OZ]`� p�W�i The NdI r7�EentNk%� it t� a� to fulf"f��whi�~`sR�mea9 �� removA�ime spdo^mH1�E�i�i�d&RD� *2&�,�6-�e@J(9b�3eV@�-n�2@17J�4"B|,.�/�2B&�1�;6�3�0�-�>V.><1 .�?4Z�,Ov�A3�g�g�g9~gM�&�4"R44F�3��11�e~nA4RO2BnAA?:�06�]A�]A]AM�hF�TK �2�*R/rB�r� rN�r; BU/'@�T/NT/6�l2�r 2�u��2��O.>L>= 0.8Y .lSY� �c zly�ed�>Wi�;s"�wi }�+us�"=%� *�V�AJ�h.�4obe �"�p79G �C� &[ pip.U9 .io/en/st�/"�L2@C-�A-�+/) �!�llũ25a�#.s �� &.��re}pJ�� pԀ�")�ngJOs!�a'o;�1.h ��) 2aJL�GheQCCLI 3h� F��RTFVs  ��qFz � �.�Y �)�":�proIr�;�Xw[�1 sb� �^� ]a^p�1� #6N�4_\Z���.:|f3GitHub�*wot, git+�@*�F(<owner>/<re .y>.git@<[*it-ish>TF<--0v Local� elE�s ./whe�F my_l�$.whl ../� �!?-a� J2 # WQ _`)S3��s3���my-bucke[s3�_1�1�;2;90-n N�8 m�A7 [6�}�y�brg/MH/6)/)Qt. WI"�u &g$�)rec] � is> -7kr��o@ Nq>th Zs�B-.? at� mto ����{ �"7y� 0u�P,MQ�Cl36�aYB�Y�0+c.���&jl6G L64���.��/�"&�%�T!)�2. D aanr``i�b, -e$ "my-��-env" --*�^ �E�#J�-.� /�H/to2���� bashN�46V�T2Id2NaNS�dN�td At =��| 5c83b9014e2e4f1eb68c58eba6bc079.2���REMOTE_ENVIRONMENT_STATUS_PENDING& �+ 3-08�+,20:18:55 UTC)�- You�-�4 admin privile54&�ardelet"�*, sA� A�M�a�a���2,duniquJks aJ�4"�Yde�� \T(&�s,"be hyphe)dor underw5W��B��Jm�/hgZ `�_`(�;S�*N �AMa�'or/Ti_ aLactory�Ncd8a��6���0!m x86 �ia�ur�*B�f�z1�, ����:U3� x86c[��O>q� I 3.9,�� `-  �`��}�� S���}��q 8Z�lA=* L� �ˇ0 asynchronous�%!8so I�Ejto7 h�]� be `fSREADY` M��i�Wa?�Z& Y Ru�|.g 8)�!�o6�ge�5)(.>%I�y)2-5�3��!1��6iU2M��b!� q!t inM\�MYs w�pas�V><4A�6 �'/s.�i /s � now i��2� .� "��8Q+�R�neN�2 r�<6C=!�Zii��6`.T��.p%�of�RNR�����%� ��<��<��<��<2=&�#>U"B#�#�o<,>n0Mocha CheesecEbDFudge Brownie Barsn� Y#'Vb�<a��<�<~Mb�<f e,�##t�^�f�� #�{�o"�+�r ���Q�͍��R�2�� v&L* m`` 2\�K|��*+ � .�����J.:�A";.:��`F9��above 5�o�.�``j`� S��ad"<�s.RD*s.&%@��> .�@�"_6�ng[>7�%�=]=:�,e(V" vR(g �J,&]"�%.�n9����sT]Q#.�c͓icA>�:��H�l&g -�5�ٶ &� ɬ.*v5��b�6�V�a h� ��>i!<foĚ,=+��5�]a�"12&/Mp'a�`N��&y��N �edD a; %��g�d�_" JD� a2�? A| ]YO� 6j&� J� 1"dF`.e-!5E 'c- .& is a6��.�:+(sa�NhDoJ��b/�& �U� 1���if;S@s a.�fg(�d_ 1q�s()>dB�o�5>z e�er&~ Nc;E�&� g�b�a.��EZaNu qXi�.�.�^=�"nC^ 2! Z�^fE6 gi�9�'-*�r%: �ma0�?it-�� R�%�"�:16IA�QV���m�rvir�pF�* :�!�d=..5 0 �CH�$lla�v%�< /var/task�m!�^��F}_�Why��I� imeou�t~�l!-my�!ly�}>Y��)_)1 Ts"i86aa�`2�"g"vAst)"� warmed up&��I'mA@I n<p�A��E�Ds 9 �|T6�  � m&b8 !�`. How)bp!�m)DntaI� a��byA�fl}ing�%�.>1�J�� . Rue 9R8V:2K so- EIDR��e��A6|pg- Vp�8at g%e:�89R�_' aAG�l&� SBo(fp!d)6��-&��g",(�;�h-�+� [pex*4ex` dthedocs9bst/MF%html# ra�2G^ WW�'to�EZ>r=R set.�kinZE�G \  lk�$s,a !M�>d6,� `-�$bose` flagx -y' h6g/=��~y��.�i5�&�~��!-��:�EAkN�.�, $V�h�: �GOv����## 7��iong**>�**��am"�J�"ut5j0ya�x�(es=Or-A��Hq]A> �s� �eX@ea:A�  veMr:��A�"ws. F�t��uofF�no�� � WJ>�)fFz\ g9�T � N�I)��5s.�>w �1ng�*�:ctL" , ��"7p�| have&� VdIZ, ؉ thos)C���2j,"�KL � d,!��)������a shU!�R& 6�{ C�!1s�vZ�*�� (ain in�PK&���)raN��)�E�> \!!�benefit�@- Eliminate disru� ����rrv;6�, 8wil���a/t()o3t��1Hteam's ԧ;�'�ݙa� A��+^�-�c1Qi3- i�.�M�!G�0�FG- Fac-O!granu�S�qcIk3 in-� m,er)pa7)5rolA�O�+�A_ .e"a"�B:��?� ه,-b��^'A� also�*aF*�5E{vC U)0�-ɇ:�N�iaA<�ng:D> I�y*!r�� AI�)�8Vw%ob���vde�@?Pd�U�DisA�, medi�n8ail"�0�Da7t�� {�"* -�d"���r&��x0info BackwardK^A��.t�.*�i�^��7a6�6���e�io�of�f)pE@hʹ7]�v1�� q!�C �a�6%�a��s-is; � ^�c � t-in_;n�Mr*"&�� ::: 0"=xZdDis�1�Pys6��,� I-Be^O�0a ge��n �  &` �&SelecV/� **V�**=�%�!%�u� s C<<WORKSPACE_NAME>� ,'�" % e�Rr2` oa��.��d�v  H of "�d".1�a"�� �'5��2�QN�A.E� entw��� SD"Yv. Wa- �1.0�y�}� @ftsh�0�> 6�7 yo��_N R� [-r 3�)A ђ9p<%1��Z�.�8:h�� ��)ed �|�V�I��a�a} B1G%�<(7?�n A*=[�I����): in*��49oen�%"�\*�(1��tN'� ��)�W.E3�.o� }T �28 Q-�%2�>�%My���!�B�%��%#�t��vr��}.�e=morᅆ�c�Q.��3. AdA�*B/ � ** O��A����sitoryL,v� fig)Ufb^�� -�YAU�{���"ʅ���61���� ="Fk�F�ko> ~2� ?o�*= [-de 9 =�B)Vw�E+ aU:8!�  step �vs �/�3�&/�TH�GrP 2�i2.� en\.d��aK `Aut C�`���`^��TA�p���dewQà�����IQ6��i: 4. W.k7j��XinD$*$$,&� )�!�o&'���N��r-�q�)>)A�&)�  *L�V~J)> OA�.Last Mod By�{)�{)�b� bde2a413a3491a27384fea41a75139c3n�'` TRANSFORM_SERVER_GROUP� REAT"�)��1GRX� 6t �x8-09-09 03:13:47*�Ǚl jon@I�.aii��t�e�(�- abouލ�O��:����K6��4be -n \<��\>`q &�"i���a `�e v��`y�onO�o new �X��C�f"�c�ǂincur;o�Q���5. J�a�i�j�M9he **'(**m��E� s by1�����J`"�<� er��2 !�f Ab, >b&ggregatV$k �3G..R,L��2b�F��HL B*S[�r,�=delta2Y"�es%2��I��:�&�f�*�" jHq�Mc�McV�K�r&�r&�r&�r&Fr&� aud_"�U��~q$��f<D � QRL$V~= ^���m:rw$6�6� _ "�&�*^r��:Ir�!ady|�����J� �{�C ������5Re� +a�aC "����#����R�> �,{4 out)�" o�4���?��/**c|�>E � �y#-8���B� V'~!kw�# #A �/b~ m � ="dC", )��{ Wb} r n��1� !?/�AD� S:� B> (min��1�Bx 0)�m��� F� No&Y�c�]1�eso�$�^��%� 33d�#woŕ�6ٞ>� 16Z�+2{�IR; ;`0'}. �VuI�o&ض!�^Mk$b�G�B2� �`DELE� `�I�b�5",�H�� �  �� �� �� �� �� �� �� � Q"%7� ƞ J� "�.� o��- �$ cor�x clou*) �rb�e��� f�"�O��Rs (TSGs)"two diFgenT����u M�E meet)�loa`> s - N@gr9O*YV��ej�� �O fixed�7 ofF  (`���`�at sho�alwayz� �qv!!��VD !C)��-*�sui�@�zak�n�Iq l of�+�! capaa��A�, 5 rdlڲch)i�%�.�!�. It isA&a׎ppl#&K� ir�~y�&vc�%�D%ncy oVi��A a guaranta�+puLI� �I�?`6� VN1-M��0a1�A�!���� H to 58NaO�twQ�&T of 5<A� hc��`�~�]mL�M6b U.; ������ �f)"������*� 6�� )�`��d��djust� M�mA3Am�f��.)p5dW.�eaf- inAqhe9 imum��max boundar��(`"J �]mM `#)E����. I�c2:2�*� W+IN���@vary �ificant�:�aQz� aj w�VU peak u��� * 4fidl�=iodah:}��c"�`��y�bS#1l5 �1 �_y~�, _�o�wc� �~�B>��������� %��IiJ &U�=1 ;U�=5 &� ## V"�3h�� �R2 7*�&4 '&ed ">C%8�}"� A�Vp!�E~D�r`X`� e+"I��AtN�*��I����! �8a� ��wEZ�b�/O6����!S?�u�{"9?s(�_ZN1^����>�v(�call2�_��0�  '�imtA^�,'��Nx�z t5>J -ZR�B / red.))#$$Re'S���nY�S8.", "&�t��Rif�%5[�4s+R�)s)�� V3s.HLRſ��*|ap�gful&�o.䴡�ceg_�f׽l�. SVUjs��8i�R�ue�**E.a�**:aenrich�"F!financi f (Plaid),er8ignf�4(Socure, Sift)^ "h4<Ope*w�)G" 8m� A=&**AI/MLqV�*'}~,e-of-the-art�l�iAI�v,AWS Bedroc�8g��e&��\*�+ ML-%��<b( �O�A Data!8�&U�aauco���-h$;�orhea��o�*� in1n&�l�_� �W%� ,�2W%��)h�(�-1�orV� &�h��7s&~ .�/svVa�ata. )Rq��a�I8� Y] seamI lyeC ��'q0"�AiK�]optim�� *s��12A͑�ξmai"7peV�` conn�!��Q�� �L . By� A�� heavy lif�$ of iuBϑ%� � ]�rez(���U��| �FB�+�F�:aliY-red� nt� up��de�'rs�!qast �r1�. Un|n=�`�U{Z�ppO�w volum;)f P from ޹ho/4�E*�W�edule,>�" on-� ���sm@ѾUET %�t��!� endpoints>6��bi^m�it�k�'fk��i ji�()*�� =w"M*-�2��E���AII� a `@�.�Nor`�F�:���._iH0���� foc)�nnR�a��As famili"���PScon5o"�� *�"sA�$� � � DU�ζtYder�e����)!0 '�ʁ�"��i��f��Z:���{�v���.H*~re-7 7d ,�rep��d�ѭ8'H �-FB� we'r�Sa?)��a�%�v[%4��r!��g�eM1 ��A�A�ArA1�U/s�aug��`'�der�ḛob4Rs.f# >�Urss�\��`�n�a,0a����!� e�|OsF � n=��A�ndJM�~�BL,m���I��i�tag�*� ��st5�"}��tom&�$" �=*OG�_a�Bz�ai&��s��_aiD�J"e� _i(ex2#H"ai �"�e�' 4 = (� key= Er�[}E�i� C�#vn�ly��.��� w~%'l�Trst���se%a s�AN-B S�.�\ �� �)o�� n1� �� J`>�<KEY>]`���;.�NHZ�awtYak2/I�S&Ryou'd9w mPbeySc, 1�/ [*>8�  ti�U&�<�<� .ai/7&>�a- - 9- 9�C2Ut�6�!����L��� )�W ��S �u� 6� i?)m�!^60 �"�1Xux.�{. @2�V�M"*�� J�Z"��Ae�/ �`Ź�� ��gJI&7"�#�� � %B2!XmAv-�� �;�w F �& � ,)d�&� IM'%�"�$rV, Entity��s�' 9tۺ C(+="d\_i�� join�fs"P' D)S'F��� Qbfv�J>'-�=[d���i%% �I�d d =W%'(days=1~�� _S��=1[(6, 10, 26 /Fv�_f�t=*���1 Ps=RF���&.O 2] Q_yI>u ai":��~�������=����n1K����1()#"����mape%��N!���-1-3-A |Nͪ=_(.�̓ai"��E� 4.Rs.�e �=i*R�[z"E�l=��A��{"E"�(e.� [0]b}��.���z.Amge��i�=Z haF] �#R ���" 's�� bodyBQ � `)�K2�Q ���a� *` sdk�T�#'a3�Mut.�s:2� �B_b nc82%Bf�au�ǚiV5��l�:�� Fi �,C��j�a 6ba1��S"�C�^es�R�1`Jojyq�6w ry M Ry52�r| Z|6S*�-1�2a.�j�- i��^�w�--�;�GR��J�'9f�l�>��-�R,���s1�.��tB�"� �X���>v��QJQ-t[-V�V�e��ada-0026o�i*�^U���^],�6q�(~I��L)�"H�92�� � �J.� ���i�2s�wa� e � � X#T2R�'sG a � V�.نb�)[LT.�Fn��"F�� Cor)kQ�b�DD��s��2wz$2 �- y��" !/c�V6*i� a�:4l � I�j/ "<tsJT> O es=[F�&�S ## G�[ Tރ ���2� .���4A�c*ŖQ+�*]*�s XAL�d ��puj�y�n�<ex��d5 08H_2�aRis means�� s'� s:"�� &��1 (Ai -�e!s) - zs �2�7R:5m� "�on8 �\Q*st�rE'(& �(: ��kGts())Ɉi�ni6�g deal.�p!,.�}�� von�5U&x(p}%�du��: FA L&fj: L�-.6`.�۶tri���o m�� sh!\� wIj , po�ie�s whel ?�%APIKE}�2.��t�%Ά�?�6��q�nsZ)�C$Q�Xmight�prohibit���P>.n/H��%,eZ (: M ��l"�`"$!�!��noiP% tT�s��Y#qs5��-in� accu�q�V��s�6EN=T9�>i��%�Q&3P!- �� �_a� ���7@DE�Qw�*b���% inef��.A�en:�* imY�a�2�],�#A2se �=Q����I�#/ aJ:Z�CF7�n�9>)(e.g.�!��_���e ��C)c� t�ar!6Q���F2�.E��B&V��. : I��<H! origi�9��s, buM�[bmmn��S)F�.�$S{?1e>�)& �ng��s:� Y5ⱪ #�c��ng.{�E[ P�>P�Q6"g�ʉs��)��ac.�_ts*B��a���;��pre��[z 5L����i�a5?�f�KB,:P���#Hr)Js�"bm(*oq �XQT�2-�zle�ia���P��;7%�pyA�i�� batc!C*70�|)/O��� sv4#A�;-�K6�-j� K-%�&M�.tt5 'E%� Th:P Safety�#V�,�-gى�*dtD-xHG"� i�{�.��e&� � *� �&�- �em�!�{: KeepA:2�K(�_!LA�C�,)![�*ML� ^s�V�T?P/ &���|s�fk m( *U" ^ * >�" �l;"�Jr"Ol*BM��RNQ ing: 5�d{�)e�G���e N!���r��V!$s. �F%�imQ��2�;l��� :{�R����[,quota exhaus�6Ao� I�E�:�U.M��iA�i %#]s, z �$��ot'Da2��Xth��W.@.Q����M�&N7per�XI�!an"y4�ur�%�Re-��'��� Q}Q4I{&��s�� n 2;�ree��*�en�%oJ^�&�� ��WTnN issu�#r dropp1 &�$.tb"�2B"�Postgre��1" title:�Vto QuG�a +e ,TabU�1��W'�)*Z To Guide:�=& ss%�E}�pge�s*�B_a � �X3!�h!m �2�$. When ma�king real-time predictions, you often need to enrich your features with the latest operational data - like checking a user's current account balance or recent transa� history  ed in an >m�Cbase such as PostgreSQL - to make accurate decisions. API Resources '`this possible by maintain!18a fast, persist�conne �to!;r produ !�(, allowing !^Tto seamlessly incorpor�9�@ inZf)| computa%�. For 9Pexample we will query>/tab# ith bank !�s j(to retrievels1V4 phone_number,1�, and cA?<t_score. ## Int5 T!U(guide assumVTome basic familiarity �Tecton,!lud!yhow!5create sapply�. You � alsoU� 1 Q Secret!2If!� are ne[tDwe recommend firstY�Lout our Tutorials wha�cover a range of topics designed to bringuup�spa\wore��(. While foM3)�%?,B!�: - C% a � �_ hold,r } ]�st� - Give )� space+essGth:=Ju$environmen. nd A%�a Ta�form Ser!*Group -!Rm�, Provider us!�B~Ema Real��Fi4 View (RTFV)Y xice.WR�`inAve~Q$ - Run a si] call!u*(values from5eaeHPrerequisites 1. A.It=y(e�%�%� notI!a labs!�) 2Q F ser�ac�X API key 3*] �Y���$associatedF#,M�At lookVa�th!���:`p�usql://<�UTname>:<password>@<hostort>/<�$>?sslmode=%1,re` :::noteaen�ng!}Ns,�:ch a�dto <a href="https://docs.t�] .ai/�ing-a-  -sup� -ticket">-[  </a>|configur>) specified9^N.�EStep 1:^�for��2�C�`Si� �m�s�Za���,�-��aceΡ�ent��$securely. A��FB ���J; ^� it�A file. In�*ё , it��Halled `api-key.txt`A�� ScopM� ���F�inM�E� 1. `)�ޡ��ate-sU -s < -E�`�2F4put>+ -k <key 9 -f 2�3.�Dabove � �>�)�-controla�0ign-role -w <�� > -r I�ppe_rea�3-c:�more in�~/, see-\� ##I�2]�Custom-] E�� 5�c $���]v1.1 or�Wer� he1� -run��`�vdd? ��$packages (�?other8 may��)!�E���:6��A��sE�: `.Iw ``EI6�==1.1.0 py!� g2-binary32.Q��.6�```bash7 c2,i� -EV$ my_env --.�$ /path/to/.�T� Waiy#.�statu��be READY# can�J. via� CLI:1�2(list` "l n�!aT)�is22w��!� �%�>} 9 �#3Y��HU�nd a >bs. B% re�*��y:�e2��x �2. AB� a%1v� � befa�aB�!�refer it. Put !Nycoda�(to a PythonI� ```p x�� im�rH � $edScalingCŴ,�S� %y �_tsg =R%(At%� ="my)",descrip� ="Vxc d���G� F]�`env", #rAZ!ML=��s �_�=L J �� (red_nodes=2 � ), )!] � !�V�)�e�-~!�y =W.�V@A�b!�i�m�,m�xm� �*��G -gG i�a� � and�%�z e.2 %3Id  Name Typ2 S�h �( ... =�z�F bde2a413a3491a27384fea1234567890 default TRANSFORM_SERVER_GROUP ��Non �¥c�"4: Build%��  Eg�I���}E�!�1i�der. A��e�key12� >�sH ��r[�r�YbeE���alongEFHr5$ view/etc..N@r� _p� i1��="pg_rpm�sN={�$pg_token":](�<="<SCOPE_NAME>",�="<KEY )}iw=4="A��sq�"a�0def pgclient() ext)H | 0psycopg2.pool� Si&F PoolI�&R _ =V. �[2�]e4#��a.�sV =R�)T1��Minimum ^��HsXADPd5 8ax�8X �)�)Yretur&k on� � est = Req S4L(schema=[Field("id",� 64)]�F�QT��sFE�1-5.*$ �s thatQ�sharede| reus (cross multi ies�is ess er hand�'!c� �s efficAuly l�ev>Ds%  exhaus� �ould occar�3r.�� ev��� W��Q%�B@Q next�*? 5: Finish%T!�A@ System En�End #��5a"s Your"�ZF����)(Code Here'!�parc I �O��1�(: | Column�h| Data�e nstr�s | | - 6-:0�_i��| SERIALa?0| PRIMARY KEY0�_��< | VARCHAR(50)1 | NOT NULC�las/�0.D015 `.` bala<| NUMERIC(12, 2):��it_�$ | INTEGER>�.| Uhm�`.� `, ` `�`.^`."y A\&� �� .types���,�8, �K�� N,"r *� ,Q�iceN8����,��[u_�_�?,, Attribute,6 �)��a��inG 3 # #��P by #%�A�=��ts{ 27��e� �a�}�&} H*^ d� E�� /B� ), # ) !D�kAcR�j"C ��� 4������������������.� AMJ�� ��s=[ ]A �"�! �)s=[] �.(".l",�) M+��z&.�>+ �B�� � :"[ }l 7 _fv( �,� t � *5 ^s[ T1 �&� .get(q �$ (ursor objec� : � n.  5& $ = "SELECT2U*�. FROM�_s WHERE� = {id};".((id� est[� ] �,cur.execute(� Q__resul%ur.fetc3()p (�o}Eif .>� 1[6-] =�( .;[0 �o[U@f91V9.Cj>2] �� clos��X� EU��=:�ib��5.. ", online ?ng_en�,d=True, trang er_ =�,}�Ufv]"�"9�code. F� �wTecon`, run*]F�&N b:w # �ѽ*+ Ourly� M_t� ��H{ 5-X POST �4<YOUR_CLUSTER>*�api/v1/ H--~/get- s\%�0 -H "Authoriz0��� a�SERVICE_ACCOUNT_API_KEY>" -d\ '{ "params":  " g%�iceb ": N��"�t� text_map"N a�: "67".D""%` �WORKSPAC"�6"metaa!O��` true4a�} }' A#y 3sh� joutSlikQis)� {"�+":{1�s":["(628) 604-7767","40513.09","775"]},"�:<{"a8":"M�.2a},B �VJ2� }]}} �a)x's�--�hav3!6"d�  direc/�a.z ta��" #r�W Q��! w(Troubleshoo8 �!r�gl�\s�"0error similare<h*?!} �mea�erean issult*# ���#5�o":"Opere%alE�: SSL.8has be��Dd unexpectedly\n (e? a� UDF�u )","��":3!� ssag!��svs}%)�)h)�ver�!�!�r.�) is cor!�( "��=tonA!����!��" a� base=,y# Debugg=�I" R� �P�s V.�GAB�$al ini�ize`s oy�T�*� b>b"�� s. W�Z�"�s aF�,-2 � invoke�����E�� cM ��!bR$n �in its �GV<. We'll explain �%d!�$ through 3P��- %� �"9]dnm��~"� &6�R5�Q�.>0��three�� si,&�ah snippeti��  � _6 tag9 *5��staA�"͎(owner="tom@*.ai ^=�,"open_ai_keyBCai_embed's"H _ai"6 "� _s :+# T� a misj%OpenAI ? �� A = (ap�=}&'r�K � C� put_m ~I-&� ` !��+_-��3 )�s=[9f� r� *g 5ay,%Q�U!�� ai"::o5��)� 9�(2�E��P #�# �+ary0�"�,�scby?s,en#� �E Z"� [�� $response = 3.5 s ate �=2�[""],%dl="e-< -ada-002") M{=i:{.��[0]zu##�#�� Not I��d\*� c ed b^76\ begins ���� immed'ly aft�)�  s"��(y`. It typi�$Py takes about 2 minut(or ch*���B�propag ,o���` �5If�_��wma�(2,�^ E)��ij whos=6���yet�5ed,��-�(be 1p�7{" Key \"U� A� find�!F'A���7,'. Newly upd�(B2s$!u upto 120�_ond%ib�V)Sd. Lasts!resh a�!C�\"V� F�)",}` A�2. ���B�&�EX AEM] � F8U ; U���6"2�)attempi 9�6dbq.vow,O&?6#.Etny)�s�du@,2AY_�c�E>�-ll!� loggQ:):��� n usa/heF( . �.��IN�Y/� F� is� ?#A��A�`�����J?Aa���a�E,Y�iJZ+��at{V�Y�F$> I�� was caby*�)�!�� Exce ��x ��i N : (<�"�t.FAILED_PRECONDITION: (9, 'fai�*pQ0ndi')>, '�4�a�\�\": [q��%:�#.INVOCAn_ERROR]8 \\'I�\\'Aޡ�defined'��%` E�L-.?f:%?re#)3�$!y`�z �e�sur,fuY stau,��Ro�32L��� BGO� i\Ѧ1-��p� d� "� Ets��d*e 2i �4��o 6�6���'ences:U�,I�U�rai� { �e7�2dE[n$5bug� �- �6z. AJ34RT:/���Q ��P�C ibU�u!�an .c�/w[ nO mis�nlys `Y q`9� �%�ead� �FAs`aٵ�� _�e�� �� �� �� �� �� �� �� �� ThF�a�ii�A�a�+�G origin9A�UDFA��e"{��: '�Co� ' e�no� k  'q'�� ��C��:��toa� B�s` , ruR5"maj �9�&� R� � � ��ї, g�6%Wm��ult�`Z^[-0.0*, 0.0)*, 32*@78910...]]}}%`U}�?����th AI"�3s64s AI-as:d"�enginee. � flow�at help���� &8:-gr� �s v:�nd�1tuitiv�)18natural languag�9B*u �� .�IDE�1coV ag�:%z�tJ) w9MCP. Eh:!m - [C�](�www�.com/�7 [Windsurf& $Claude U 'ww.anjpic,c'-�) `(27�s�use ** �**_ **Model"k@Protocol (MCP)**,�a�**-ACLI**a gene�;`��`)�i�s, unit �sE� documen�;� a sF(omp6##. to Use AI��� nce �teg}1 �'s!��- ACLI$:]0!AI-IDEs9� %�s� �7s�P:G �M|.� �>jZ exis26!�]:FP9! - &�+ wR�;4)� idea �% �casp�4/$end-to-end ebookmuN(�eI7fy5dup� �N u,As��y� �)�)�mo(i%�onboar� budd� n�) gets t�0Q�approachVpleA="� plac�Ytra� onp?evelop-I �7U ,How It Worksa-A^�����) poweS :&��i�yM (o�<1%.B): AnA� *&6] �s-�z:%$�!q**MCP (V� )**:a�5 s J�� aN)�$'s SDK Rm3ence, 2�e�^;rg��pository^ A�� � Uaj� Vali�� Q/27a�As�� � m���we�)�1 -�5 feedback�;�20 wri�p�R (e.g., "e$10-min roleeaverag� U ac��2amount"Z<C%�-����d�esA��2K ɏE� repo�'9A�a�9K!�v-K%%x Moplan` 4.Ite�a��anyDiogs �^$QuickstartQ:�=- [Inst�=�16��$ .so/�- ,!�[ �A�S�3<githubŷ-ai mcp2M!�M � Rules�O(/tree/main/ �/rAg "U��%� - Ens�-eJ4iU%>#uth�.c�)D�a�mpts z�7��I��e!0s�kY��M�!�B%�eM�uA�M�]�M� �Cnr" - "QuM/!�=��"e lear��=�stream5�+X d -�6. E_De ���- them�I've go��9�,JavC2�calcul�m͉ d MLy. Por�$@rBta : [insertUj]�S m"-C%��i����s 1 uggest ad�aM5s I{tr�Dfraud?�w8)��x���lKscratch )�'sQaK�- xyz"At B�Pr��cesC**Keep��s" rent��Make E�mH��A!lst vA �b�#��� &�^�B�1r�=W2�%e��io�aa2$acy - **Be� ca�m)bI$ ) ows, joins,t aggregY�KEzreleva�C$**Interrup!�e�X:**��$not$���is ba�D�Dhe wr86�TiO�A�icitly �Jy�iy{ SomeaL?$'�  2� QaskVNI#U'�7o� *~�-�e6��)doesn'aa auto�� �R%EmmD���. "A2�la@fixŢih"!pa")�!le.Kd% A� !�%�Re��84� A8Alway��g$.e��j e �< deploy: �+Rea&�eg[AI-A� ML E*�(P�G Page)٬� )lC�/iJve-ml/ai"� -ml-*,6�S G�J_zZ�  Blog�%:g2�� .�͇.�n6�blog/inH-.�M".�-with-D��$/)�--- � bar_r ion: 2label: "5p7�� -- � Tab� '@�ne/';��or I�5�'#'; �s5 ^"��1'A�p�salny physa b��|'�Bhof � � D S3, GCS, Snowflak+3Ldshift, Kafka, Kines�tc.). To���Yto E A�UDn� x� �$$, please h%�� �:,.b is+!w �~ai6;�� ed>k��a Q=�D��'!�amea�,�6-k{Jlog%G�.� at�:ine raw%E�3!�b�H� g .|s aa�pu�Ar r car9 � G* (s7M �< �$�g�$)ӡ+hofZ�s1,-y�K" �-�=S )�<.&#-!�aa5/`BAw �`,�d `��/_E�`� ��U4!aHI�*.@`�� A�� #`�`e[��qv5CoA� B� =.!�$�+=" �4&�- fig=c(�="_", � )!&�;#f$t9�RequirgjI/s�;k.( (��2eam)�, Qes!<)Go�s mus�D llow&�na�c*�9tP�  atibil:N's��� s�:. **N O; :**' g:�i�(o|letterwF-z, A-Z�4N�Ns (0-9)e��O�(Sin�underl9s (\_2&a� separatorJ No�F�ial1�Xers, sp�'$�%cu�2aare� mitt�$�u� c=j �`AI_id` - `*9 _� $imestamp_f�=� 123`!Q� of��bk0-id` (hyphensd 15!R2�� �(�JB��-s >� � ()66) �,{inF��en'Mer)@K �s O ��a �haj��m�F1*1.z..5Arcep�-6�:&�2�b��rof���,bhAaa�m i�, a  wareho!�ܥ�a9F.aE��"�( � �Ke��L���Sty�`^�6��O�� Q o� a�� Y)A�}`Push�5�I��%�s!|� push� n�(�� �H HTTP�'� also�s\��b=P�!���|e �� istor��?�{ p5!1� fill�U��n 6R �>S2  `: D^ �0M`k���ext)�%!i� o�"� �@!+ax L ?#nfe^.� $@.� .%[be �xGeno[ *�Eb�=mSDK� g�  e�ajrs ňed2�D� �r ws = .get_W ("my"��T�/�n2cac_� = wsY(2� Z�5V+1��A�*I #�M)�<he2� S-*`�,M`end`%�A)a�1��e�oa݁�j$rdv om!� .�2�=��.now() r = -o0delta(days=30 �C&�`!s!f� `S ho�!`-E�!!u:�� , �� B�2r �v_!A_I �s5��(�_�@= ,� @end).to_pandas().1 0(10) display(Vp- No�altho 16�poi��a�_��, .):�)`"�s"s(4-�26�#ւ2��Ra�:! i3� p�bl�+Spark6As:��"� and *}s Fun| � ::: ]W%��Feam_pr�Y^n:cto �$J > Ezm�x 0`TEMP_TABLE_TJLATED`�2. Set `�y_7 l� i:E�ru�%�4s"q or f ��S1G*�6��KE �/u+Jart� iiJA�.�1; ��inuouAZJS2� �.�I!m�.Nn� >L9="R/� R(4 ͟_� ride81i-alPeion;3earliest<3mZQu��� �AQ m���e92�sA�.sql(&>*>R�4 LIMIT 10").sh� �*Ifx# �s&�*��"� E�ou%�,<":gain :Z�"&�2$i��� �:`select_gZ()�. # **&� .Bs RfKi� &ItechniquU'�m*�,�it%�mizesE>�ess, im�sA�??`�e� ͱE��1S pr��/R�2�u] both�+material�<%�!� is e����&Z�A)�offK>!�8� `�^_�*m��9* 6O� [e�Panaly�or �� ing)��!� Why )�� AC!%�I L�?!� (A�0 �JeMne!�A43�^1j, redu�\G^al a���% )�tOeKc� - ]) pipe!V . By�Aa��-�  lim+#h��toE# whaU*n %t5%and� i�Wit� � � s!� l�E�se!$_im�>ns<%���#� **.!9n5!�M6u!�Du%�:�,5pz�Wa fic job)'gval. WiRm,-�u, e$"7'�!)full q8a�� A 2�E&7\�"�$<  T"z(`!D..�Jo1b mean� )���Xe than%��/Y�toduc9�%$� job'�36�5* }" yuMlaFJ%�A'i���6c�ZX u..�RrtAU� 1.0� �Bncc2I :&)�mCd�RbehaviKor�ωs s#Is � a `� cn`)i5���dj?V-�� u�&y ` S`Sfig2% @ `m�Fp9 = [`C rans�ons�="]C�A��3a>6!��O�� March 1� 5S���� �Cr�=EnE�2�ѧ!�peը  2voi|$u�Q�#ryI!Min!TYaT !re2�!�q�,��.p �I.un � ed()5Vz�O��R�Aal��B�&EUF"b6.� ��6F�N�I��E��%ed�G�'�#i{1�a��XsIa `{s`%fFb � of �M�s_for_ 3( )`��a!�r-M �m{a�sJNinh  2)�N��.T�\:�  Method!pI=4s�ZA�a� axu�)�A�q�E�F� mY������A� '�'e&�� flex�fwa�! q�6�cu�]!�)!sx !7 z:�recis�,)Z � %,vBJ�� t ing,.i^"ap� ��wFWvarietf �!�:�$+>x!qR� �rbD ��uiA�:^"�+��,�4s��These� ��4��an.preq�W�$ anchor-)|V�SA**�?D&9[>��`R*OSBB`S��� `MAT�SIZ�60START_TIME` |!��)�ghe>�  Job.�W^W!JB�END � �yUEF�ito��v� �8UNBOUNDED_PAST`2| RQ��A��� t exteV=inf�a��j!m past�-mi� to cap.l�=�.?�"bgbound!�%J�FUTURE.��fu�*is��"� �������n upper2�$| 2. **Da= O�N�1��]ic 3�ju!�� fic � �.*+**A(| Mod�Gr_AdjB%5�m� off� t!"bt^ing���� hours)�� ����O%_�>n�%g4eLe� �7[.%8� 2� �* !5{ a � schedule`a5**1�**$ ��se*l w�$Ar��E�B��. cYin!�tſb} m�.�&A3A�3� ��&� !u�� Day�  4.�**D� :Z�$e�  ( qe�B Job A RCB )**:SP`"�  �a *� _ds�C�O# �l~#quival4o (sinc�gg'� �1'W,�xA�6�.2; %H�v �C ant.Mbten��D��B� )& !l!sEu!��m %�>� i�pe"�F� I . i.�-2D [AoA:1-2 vi�E�r� f_ ' !U== � I|U"R E��NEN:� v[��U�9M9�Y��9�n-8ɑ:V%v�!�Y&**allG6g1^)�� �iy-�ing�K�usŨifwH ��y`to*D` ���)}AB�> %Q$�� . !]N4j��A6e,K����g3��(<E� 12pm>�J5�6-2B-F� N��!�e� betw�O{� �g .2!Q Fixeea-1>�� ed P�FBF��X#!�*f�J��� set �kl�lE!;���Jky>�v>���6r�� � ?)t��!�2+raw��a�e R�zTa�o %t da fE Xab80- �O�ub� P%��enp�>K�4� PA�U6t�&H������9�)�F�V�" I���!�a#9~�� ,I#��$1�/=�availH(���MBE 6&� ��w@o�l =�2Jorf>�job[ �y%�O �T�T2w �E� Stae.ime - � aU"�>!�  = (�}ʼn;_d� N F�"1^3J�΄ !=)�ym*@B*o :� s�B��]s��v al (^6�3�{N�fi� 4��i^O�e�� �� usero 6}J��� aa. u � r&��� ���p�+F�1 2� ��".�% argu)3s�5<3 term�/��-)=�Voj"�  k*l:�!v0 �a SKic��6&/’��r�{M"M^ �@&w)�,C%�"u��>%�p"!1�%��!� ID�� ���V b�$]9!!:�0%3Fojs\%� � ar& th�PM��!�:(( = �%.�D.��_dicts*�U�yK"  E���T("2024-01-01T01:00:00Zg/.^63b6]ٹe(_id� 1" ,} ) df = fv9&Q�F[,���=False2�&�� �P3MF BI **F�**Y Q�% s (`NeA+ 6�`�!I`AJ�.E�i��~�Q�&� s�,�b_)"5&JPi_ I�t �$ie�W!�-�1�}�A�"�0I��"� A�!g�Bujed - give�-#� a2E��Ge�<� ] %� N�6�ea$6�Mq�"^Q��� �jediH��z�X�Ŋ�>��sU" a bro�x!f�#& "��y a c�4��:�R�2�%R7e�� &  2023, 2, end>3 j:�%�!����{11�EFebrul1!� �1*$Ap� ed).�b;81B;8F&"�G-/8Eb.8s�A8 M�ea-��kDE*s7�(�/�7�e�>y (}. ex/4regl�AGem�:�:��1s�<Ɂ �NA^8VU,kC t�gs�1.�/a1 ��7.�jfd"&�0"r!�CLI�"6.e2:beFrB%^}"p/x2�<)XR�youi@al�8y �p� p�ss�!�qoF�f-yF �.��%rs , we^��2�)\1"�, b�xsam�Jincipla�.any> Q� AR�*s�+e []Xs �&=][3] �%he�(I@suec� detail�,�5.L��� �}D�1�J��-39Q|a6�3�"A .�V &%�9��*@q�7!qr)k&|oa Iil�A&�FEs�F�9d�&�&�Gcod��&! *to��8��8��8IK -�)��K_A�4 %"�:p�f� �organV*@b5`48� ` ;"##i�A#!L]M So far��a(ve donT& �.te^u�{%� loca� 9�. � rde|aji���Z"l~�� a�i[ou�. ��.�q�d���Mz�}�$�z$Q [ U.h)�3"�?" ✅ I=Yed 15rmo��c���; Collleng: declC9��eP�%*XB-C?�Z�I :off2> ↓� P�A�v-+qLeɺA�~gA=:!��; ���~ �F�+↑ AA5�D�C� %�� �B? [y/N]>a� En24`y�0*�#iA]6�$ݬ�m '(fl� ]��5ed+perly, Q�MzSDKA�a :1�M.Y6]���3)$1_^ 6'. 6')5 � ('| p= ') print�72; (2 "34N �+ a.!)SeZ-%)i '!�� now� ?%~e�Q�)s���!9��  |e�9"5 dH*.���a�JYruca?�hlow�CKan:��e�d�}���! A ��h� i#.1�kR �����"�� dif�8t�� !��aan"�as �"� �G� 2X� @� �9*c�I*�  clas+� �!�0 >��s&u&� Fe� - `Fil-(`�yle N.I;��on S3:- `)^`:,Glue)� l��- `Unity)2 R�C# &[ Q�3 �"�C0V1Big@0V/'6E'1z[5��"�h/E���� "6�%_PD~ c"�9��) Cata"FoC d"G [ M � 2T.t�c�K ete -�a�2s"K;f�i � "�P RA�a�na?VIi�2RM�&P��<%��"n7a]oaOs! $dA.�$Du22nC mi2*XCa�6����*!< "$5W )0-` : AdK�4d\- fier�7T qd�� �$ `"click_�_log"`.u- E$ �`:-�2�r������)�!�6E1��&��op�>�=El,����A"�!�!%A' each�;.VR�9�,#H EObe ] � .f8��dA MD"� Type �-+An �2�.�A�fparWby!b�i�SQL�x `yyyy-MM-dd'T'hh:mm:ss.SSS'Z'1�At, ized~�rM��9�y66,E�0v"�,%.m�o �%o�n}!1 N'6�D �[`�4& JX8(apache.org/T�/3K(st/sql-ref-!�-paYDn.html�5 AB�5� �-�Vzif8Li�$�A`si��Vtered�n�at� 2qM%�(eV{.�>%G.l��� A|ped�{��*� a:}�"�5G%FA�m�� N :�� �m}]oi��� �� Utoٺ. �=e!Y0� seI���to7� #r� �ܐ+EMk*Rifyr��  cken�@<v >  �K �)="E\"�KkeQ">� d#��_sNK_d�3���9�url&��[�L-cluster].eu-west-1.J��u!.com/�;b ="_vDB �Xma="CLICK_STREAM_SCHEMA "w�D,="COMPUTE_WH t�~6=� �V�I� �!�=��J3 k�?_I=bC�z�; <GM!�>��>� rift5�!����������/ =N��E]UJu��p:>-*p�qE�RBV)�H�HAH]G s> [3]:�rgQ2=YWb�2B�]F.Q�thvF In�UAPI�%��5��is� ?�G:� 6!H��"<9s�s _�Ged_�I�['s ��y%�g!�3 �WHoriB <#pŅ bl��&�x� "�W�6$ing infrasY_pull_�i�#�v1n�g ɉ��a &�H A :'ve+!�. @.����e 2�$J�t�Aå�"' It"[Eqnear �n�XcapX��&2-a%eshnes�l�; 1�To �i%�-in Sorrect�#.��:iЛ!U":Iwn�o�v"3c�!Z�*al�P�J-2)q`��*���(**Self-manarn/## �Ib main� cop|6-TE �q T��+ ��LYa:�F`Ia�~� i%B� 5^6�'d`YA2 �ld1� � yu post�t�:or_r@��i�K_���' B�=E`.#`:�J5#A�%�q^atG"Jc 9e\ �} W\I� A!O)%M�, 6' �P &YAata" �7�q��S"��"�� � X xX"N�l�l�5ed JSONq�.��� �R|TBR � ma�Z��K"� �a�I‘3NN9L��e]yN �J V��E�*�*i��yv' b ���I�e%R�#b�un� $ a parquet*�2G>�:� i& � &��I �"p> .� y � b6]�Field,@~:"$, Float64 . I *�N �g *�(Z �ce�=�(�.W=�( �yyl�poO!r~ � Luri="s3://anonymous@)g0.ai.public/tu�N als/!T_demo/.�/��.pq/ p>=́!��b!_=*:%)�-i"�� �$1�)�(.@9�am z-�)]!�� �h�"W����)� �[s 1  a�nd�;mO�� p-b`HKcau�� WarP_Yf6@|�i:2d�(�a�H��a'removei� *, � SDKh Y. �9.�`�B� !'�F�~��TJ"�-G2�)�����no:�! �iFH � )��+�r�G���you����������˛do1G�f��z��~�]A�0�Z.��yd��&�!� � ! -�CI�A�WI���� lstcs=�La��*u�D�� enr ��Nk ?�#� o�%o�dd furt�iv���axΈ6�Ae���yPYbe� 5و`,�gB.�N.06' � ""��)�%+�!Ep)o�I-b� &��h� )_'s  VVM&� �s*�C1�u v*Pc�Ok i);�NA;�>m�0�i�Wbs vSty�� 6�Q )9��B u ,� "��*��/,`.�),e.j#r&,�Pif�7� � ,�< M = �!����� '��l�uV�uu*s��O Z�my�a]� (row��if row[�]AB4~&��#̛" amE}0e<!-V`wadk�KY= 0z� el'i# C%8mt�u 2Af� � �0 #�!�] ?�8%F+�row Mx�  =*u I�ay�=BCI�6&eQ:*�.�=. � �e� �� :� IT= k```O��c���-�>�� �"���v+Z no�g- @c�. ��e"h!6@r� `br m�rEMR!+b1 �y�q% N8"{[�+,A�l�*��6lr|�� ���} b{� >) �+��rom)(b�:� ���r���"L&�e, �g�/f�Wra�9��/.��*6�. a'a"�+��  bu�66s�a�z�F]�Vle��FV�%c,@ o �&��up�� O�E plat (YV!xEMR bl�eB.b`.U0F��s��(�Cnf9"�b]� �]EMRrV.*�YJ c JARs_c��o�!�]eQ�!.E�C-�m )�):lo�N�5L�&3�+C7��Q,�;F )pyX W.Y �lhXcol#4js�a/ _utc|C�� enFKty*Û�S>[ ,ŝ �ing!D��"�BooleanI we� ULoS)1(! util.� r���� ��(a a��7<a 6��G � h eit�r;�rQ #`#�_bR6.&-_aO_� ��_�v2.."1 = 5�(f:�X{BY}*�XF.�t(�(� R�P�~��$ �4�z�#u�[ʼn�[�U!p'V[}-P2# L-%;at�5aP�X�ha;5=�� 9-C�B _to_�()�>�{\J  e�QI.Tea� aryD�ory()�d& i a.��.�0$at("memory+�.ߗ�� �6�eV.o�$("check�LY ", d>-u��,Mode("append>{(5(7���ieZ!=H a!%Aed9_ # g%{:y={2R�)>),%�2�:�" ++ m Y + ".�!&R2����ue="k�l�## "���.�)6 m]  =���I[��(\b� ,�.(� �9��25��<SgAz�r� ",�Ă�is��",���4merYqj(�%A~6_la:�h�:ong����3rJ�U bQ�m  =�%���:M�m�u�Ib�", "< �>>+�6o�"< F"oleAr #v�ARNB%�O.�_, &�_�).load()�!R>�2�LExpr("c��l�ASTRING) D ^3L(�(""��ir,).alias("s") � ="s.*"�D�!a�> bemrF�� ��������������������j�awsSTSRa�RNa�<b� +Se":�Oz -:gFq�k$ing"�cJ,��.ۑ.d�VbeShard� �P@30B�end�Ur"i���4.amazonaws.com�������2� afka��2*�����n�n�n�n�n�n�n�n�nE^�4u�(.bootstrap.}9sa�<URL(s)qE��Aker(s)B@sub.b� .,�V��^DIm"*h �u���1�d ��.� k�3 { (iv[tVy�s�;TLS�SASL.2w2<ng<TLS�s� y # )1�r��.prh�Bh�:$ue "SSL"),0sl.keyn..�*� Osl.trust !8",x #B!. Ҏ t(�� � � � Wބm*^9��f*F�:y�>��i��_Hbe�sh*�Uim�8)`�ir�k^: .� F�� , � 2�� "�Q�7�%& -(n�-kV��vIf�! r!�tur�:�kBk �Ma�B��4��*A$a_�  NoQ8(e3U�;uɅ�"�C>��(im[focus on�l��!d mapp�@ ; �n*<&�z�#=:�`�4a�@�a `��Cu&` or `��\�$|�map�? �@�q���(;.�3Ej!�n!@ . -B7�Bp^^�2 `� �9`e�)/ !��+�6ro (�@Q7�w!�^�)st8�7-�-�be!�u�d��'� O&�]a�6 @���>�6�- .A^Oa�()`Y)5conver�*)<+{�4��� ��+�=7���$u���r.�Z �Eis.T i:8-w��e�� 5�.�1AAl�4+� �<Re!nKmS�N>V�I�re�!;=%�p2�:�S&�+m�>1�F�;�& .�m� �-�.��mCNowel���2V:.� 7"�6 at s:�%��x %�� =-�!_v"�#.w�`.&!ba52:��aNdN5dNF&�M|J|N/ing.b�`6 #|JvF  @ | FvF.Dd`amFd6+ �/.| F| `�.' % .| Fv�FQ itud�F^| n�Fong GFo5�vF�hu!1*�0j� �W ��m���b�:�*�R�leTN���;YB�Na�Y.q� Zy&��6��$E�� , (df>#���!aBO�"G���R�2�&�JBF2�b -�f&� ��($%h&v�29%��$�@��rQ2z���8�t�:q��:�H��C�Y�D�W�;d�b!�� }dfi�� 6��pay�Ge� col(-.�'id"""yv25:�<>jCU�=j7M�)."("�1D2n?U�AA#?j�U���7Y��>�O'r�&an�D�?~Qong>R��6�#Y. "UTC�����^HB ��2���������������������������������Z�х�m�����������������������V���� 20*� � l� � �Jeamr�mʎl��"�2L�Ka�/ery-�T> 1JpD&�9"��zzisj�29�?(C�V: _c �(N(��',�3+� )�=D.9.�sJ�)9O.V5� i�A9.isdeeset �p�S"S��! S%M!al��.Y /\n�9M�1� � !�unu�C �:BP?�.�c")�) 64 �Error:.WumSr�=~ v��G��x �� $F� ��.�4 � �\nPp2�FZ~�TX�I�W �Aq] ��Mp(2�&�U� Rv� "�Z�����NO)�-�)�-���ZB/� V>�2�Bt$W�:�7V�'!V��b-�v�v�vv5�q, �!-2���v�B�R|��ʈC�3A�6�4 �478�O4=�!�!TFF!Ab2.��Q�$.�.;m"^c�1�Sed t, n:|5�!85��T�*b��>r��e 6��for�r�4ı�"� .��",�1HB�� \�~� 6=at��te1�6 Finhi�/6"�V� �!�&z cY�TAY�fi�RVؚ�Jfig�m#.�Xb 1?O#iY!���T(E.0. :{�a%�:� p0#kA�`C�:�_e:�I.m�JA�I� WI�%��E9 1M t�7�U?67 ;%� B0L� 7 zqX^hJ>�A�aM$-�! <`���It[m�ATto"J{M�/?2A(?2� y' x)� L� ��hxd�?21�%;i�6��A�eX%0 s�� fig`"zY!~q7�i�"��.� or6���� �Ȑ. p�>*J]��d.hY!�MB.J�.(NQ1.�:!��:"�`�s pf!�D��)>E�.c���s>� K�3� J�@&�\C�C�" W V  .DaBP��%:CE �=z 8���% 9�?�b�s *��O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O�O OQt��__=� Z�( (��p� _0�;ate,="year", zer�����[12[month�\\22\da!J�] �>p  =*T��\2A?�P�#=e��F�P!U%_!Z2�=B���2� �� -�6�9��9=&�9 �9�K�=&,1 (�8%^�H*�Gv Ti1={"^6@::c:"@:}�JJ�4"7�)� 6� � �-")�=2 ��  . �>�9� N� ��9_ �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� �� l_field="timestamp", dateH_partition_columns=Bp, ) stream_config = KinesisC(T #name="<  > u region="< 2initial_ 7 _pos�$="earliest D��^�Tpost_processor=transac�s]lator) op|={"awsSTSRoleARN": "<role ARN>"}%<6P = S%Source) �="J. � �)P=2 �batch . �@``` </TabItem> < X value="kafka" label="K> !�0ong>Note:</st In the `()�` def%�0on below, add%��al parameters are needed depending on your R�> connectivity method. See <a href="../../../setting-up-tecton/c =$ng-data-so!es.to-a-�-)I">C6 �)�ps</a> for more details. <br/> !\,python from � import )� Hive)()�c. nI #Batch.Dm�Pq�Ce�!�xq�zA�delta � os def Ee lateM�(df):e�I8pyspark.sql.funi V col,'_json utc_oeh, whenVO typeK) StructTyp � F��)String6)Double6T��6Boolean6Integer) �I_schemai� ��[*�(("user_id", �$(), False)�29%��1�@category�zamount�8is_frau��mercha�t: _latitudeƷCong�DU��]E+M\return}Pdf.selectExpr("cast (��, as STRING) asData")M 7(a�e�("&,6�D).alias("payload")FGXcol-.Q�F6�25:�<>jCU�=j7M�).!K("d�%D amt"n?U�AA$?j�Q`7�7Y��>�O'r�& ant_�I�zQong>RE_2�Y. "UTC��Iu) t!K  =�RZ�(s 2 &x 0",��\="year", zero_padded=Tru�t�[12[month�\\22\da��J�] .�  =*Oi��$base="demo��_v2: tabl:[ �'^ T�� J � �v t_bootstrap_servers="<URL(s) of $ broker(s) topic* 1 N� *�inr�) �� j� �lR� f� )? 6� 8/Tabs> :::note- Rate Limi� When us< %d, be aw] that by� ault T 4sumes all exisH!� a into a M le micro-Er� Dich can overwhelm � S" ( cluster du�, backfilling� a-A 7first%�. B�hthis is set to 100,000. To  ge #, !z tmaxOffsetsPerTrigger` propertyEr!0l!0 �se ured �!=� !p ng:%P. T�ensures� P don't fetch too much)A �8( between ea' �4. For example �Iuy&� i/urae:.` � IcT�^}^i�e[s=["<\itmk]iG �s={","N� 20�m�$::: ## TeA !�.� ` YouEtverifyI�%!6)A3+ed-�lyA�follow%�he h ; S s guide.�CreA-a� eam FeaA( View } usesE� � E.��!A %- �?V��� en�& a */ "> .� H6�M4f �8_view, Attribut � 26� z  64� ,B @JV��nNFI>�=[�MS! <^� �s=&q �(>N �*s,"= �V' rH" )VF{ zm'� rs '� 6(-Fmode="� _sqlmwonline )�off:-^_start�=Q�,(2022, 5, 20 �b�dule=!�E�(days=1 &ttl>3B)�6?s(J��* f"""�pSELECTAM_i**VBQ)amt61�6%�an:,!�J-} 6!9E�� FROM {�q�}"!�PA�����` app�� same) form�Y�u both � an��eo m�s. If%f  3E/, do not have) |F,n *e a `6� ` o rat le one} �]�outputO expec� d;�U%<��� ��-1�� Ghe�m �3� workspace2�(fv = ws.get2k(")(s"� #..A wi6�.� S �`e�`%�`end`IP�w� you willa!3 gene Q _s..�end =!l��.now() j = -g}�30 �CX !> `run25}`�� # �)Zto geX �uIfor )u$ ra of�to �, A�displa+e�dhN��5� = fv.F�(�� ,! end).to_�s().n (10)B^.sh%Ke�2�Im=z�6c :9[n `fv`!$write inco� recordsY�!c}L!i,`TEMP_TABLE`1."�  The*S comm!tshould�ay} rum�rt perio)�imeP e; E�@continuously read�� �- �.�-� &(�_temp_��qu QuerI$! i�/BF Q2r%�("Ƀ *�� j( LIMIT 10")2�If no vs��ed af? runn� !�previous1+,1wagain :Zl Once���suc� fully tes�.P )=-cI~� �m� �,N2�ady�wuse. � inu� on how.V Vi��Oi�(to�one� e J� .`&# De� ��Drift �(Fiddler Te�eg��s2 �AI ob�ability��is pag�scrib�  i*�  pointsE6provide!�d��� ��� �!/an [AI O.rFSecur� plat!@$](http://f >.ai/)� monitos!9 alyz!�a�im�ng ML la�NaAin�du�. Basea��kML!� case, it�?cks d%U–=0g lm�dE�-� s suxd�input�bz�to�!E:��Model Pe� a�siY ## P� OverA� TraieQ.�! of ajobtaia�� a �SOce is u!($to build a-�t�pOed#1� to cWm�-pr1z �� ] blishes&�-Pepredi%���� ions. a )�makes-s   K� �A�$e event id� (fier, resul-u)�%�Lisubmit�Mto�aa Zor �)". At a �r��,!"��ed � grouAc,ruth associarw& a_ :a[ e2��vis ens�'s��!�)>I�tracka@by�qpar D ,6��ctQs1�. !)lwL��#�FloA�!��6u�C� logg��]�� ��E�E� �as wellinfere�� )��delive�asandP�}y�5!!|dia�d�io!*/$steps: 1.q� Pr. q� 2. RegiTAi�i5B 3.<pA}�Pue8��eP!V 4. L-+I�Y� in a�6� Applic  5<GIzTrAz6� 6�ve�/M��SAe� ��� re-Pu�� I}�book,!��>u�  `*P s_for_i(�  retrief ime-cons!:n��Y. D.f!!Wv9 e� A+�� �� Q� O ion �Plocale@ute or larger rem�eng�# like{0or EMR. Give!Yfr�o]� � (�7not),f enh��s. �>�i�s.5���"a be:� 5N���t$Mi:V8means1�a�6�  ctlya�they wK � b>calcu�)d!�� of �1�)32� _!d� �_de+ ion� yice.�.b�EEMr� pandas().�na(� Here's� � !�h�Z�`2� `: !Full������y�� is6.�v�~�c� vali�m " a�0n ML developma*l ��teh� �� !�S��a)be" .��o�� Next, �&��ɏE� p �O�aa �15�%K%� � H5Zc� � es direE� � U)T!�2�sruns whearBe�6q�?Z final:F�might2!� � a�a�Wd{� p�a��!�t"� "� � e deployBa���.�{2(ize1Y2� &%n a�Pfdl URL = "https://<�- %,-org>.cloud. � " TOKEN7<Youro a� 4 token>" fdl.4' (url=URL, =?XF o�`��h�Apject %�Enew-xfbeM:d2�pr 8=�.P � or_Ik�C _Q/ionOI9 ymc�W�nIq��6> ,*^ M�, t�FtESoth�etaDY2�#)!I� _spec �M� Spec��s=z , # ��shmD=[" ed_"]3 y �#� �5�}outcome 3� � .�=["�", *;!]�'9M �i" 2 fdl_ �)�M!. �)B� �_&]"���+ v1.6 M> _id= .}�=evaln _df.�(100)%6 � E' (%!�=�%� �task=a.�dTask.BINARY_CLASSIFICATION^L of)�T?� ams6FP�*s()�L_class_order=["Not F�=!� ]�_idA>2�+�', # unique id��&� � ?ts ?�!"���M�� #�#y�on�Y9�.m��=�+e`X �`����to qe -i��� of �Y��ike �&� ��at�E�? �Rcorrespo ,gv i%at dif� )��## � �\we let1* know w�aG�MI� look� �E�, so i�!re�cVco%�,w�:�u��" .8 ��� .���ed u5VK ==��@ᯡ7Sue�Ɓ�auE  (`2�`)�/% ae�0%z (`-ı`)2� # exJ2 ��!V :�,��� =�.drop([F�V#, �*], axi�6^k [.�1 #&w �s �'%. (Y)Aad� "� set"� �JT =.y0.astype(float_�N-U6S.loc[(.|[�] == ��>����R1),RR�3ɺ! n excerptQ�V�:=��� E A And � 's:log��5tE\!�*2 %�2��_pP _job�;�G. �9��d%�ɦenvironZ �gEnvV.(.PRE_PRODUCŤ��set�(LSTATIC_BASELINE_NAME��# waiti7 �a݁omplet�s%%.�.5�## � ML. �"b i���ways, b�y} �#�I s�2-step�(�: - R� "&t r2��<�,w request - �a}2 1!�%�6YP2�R��of� sim~��� �C[2 to il'_�e hard-2 $d `current<0on` holds som #��  r: :��2$also incluv�yA�i|�yn x_id`, `e 9`"`� � �3!t"�he �9&x2FJ� = &&>��: "57c9e62fb54b692e78377ab54e9d7387j ��: $1939957235"�$\2025-04-08 10:57:34+00:0�&�)(: 500.00, }��U�JQ222�##��al%1Ao| )�C�(�VS _v� ��s�xjoin_keyw6-�": Jv&H ]}\e.�6�1Z9 ]}u 66aip�"B"= [ *f["S "]["  s"]]1 �Dpd.�F(� ,Q�=M� )[X. ]�Ys�zE = {" �": e����)6N[0]-�D 6�D �� � :> "1Kd� m�i7aj�"� o niv�ZF�W��r ~ F��! �����. Ad� i�to� �:X �|,�� IDs,� �J ��E3 =N� |= .to_("� "!� |.Q j�nam"�&�9J���Q_2�)]".�"^���� ## ^f Si��y � �-v89o> a� 2+ is8���Hul�orU . In most����-*�� n- n untilɮarbitraE!ime�,�n��� card��94 � a�Tau �M�vreaso�F�I�sQUc6� �ind��%�W�V�lyytA�I�. Usen,'s asynchron�!a��Y�)Vby*b6�a��oga�Y�^ itaj^ . E)�2w�_up�23�h:� : � x �},�2#?'! ��)AHe lis� � ID�1 'd. �ig&u�uR ` > � �f_ qb ( l�*yu��Now it'sW2 sibl�l�agU*�m!d,ed�0 ��p&� ,��&�>y alerts+a.͟I�pip� mfWp�be � djus�Xve�in"�nd/:a�$�. �qc dashboardws�!�at �!�2� l�) two weeks��#it affec�; " di&� Payoff -n��}!s2rts /9�eg/#vio:o� n6}rafficC��v (1. A great �q�%"2� 2��I��accuracyA�9 mainV")*ime�An-�war�syste3iss/-�up�%��or skew fM1s�>7 ally+%t up [1�IgE$� docs.��-1/-5?/ B),9A�not/"d��a any1>��)J.�s-�4beyond a thres�/��nA ress ;-bef~?*impace b�es Lear��r�+-Q�tu'%als - 5 Docu��f  )�%rd& Ariz)�Fb&- �`&�`&or�us�%s, o��rob�- solu� � 9�ez mana�� machin6M�)Ɲ�A�M?i@specificA� by��}  [E�quaX':ka!?.com/ / w-l wFhow�AmlQ�s/choo�6-�m;cs#�*�!B � ), [�����)�# [����� ) --�'iaP$, _and_ݸs ��'i�0$"�"�)���)$�!&�'m�'ՠ� 8�9s�/be �)P xU.� ��kMing��I(�g. (��"�& onto w��ge�Bu 3 �( 2P(m��(� & r���(!*9Y �>�re !U! %i��' "9 ).th� ( 5d1b. �'�ч-�A�E� ����F�'RA�B�. "�'A9 b- :D,�FB�' G��sM�]�O"��!N!y with-Q� ["!�o'i� S��"e'����in �p'Lo�&*� ��!�E'n4�'2�Y'Se oA'y�O>A'�'T2��?'�?'S�_��S,6Y'e�ZY'��#1�7�3 �g l�Y'�Y'�Y'�Y'�Y'�Y'�Y'�Y'" !q� a�**Q>2**D :{('�aY+@� e�b&'�%'? {$���N� �-)'o�_���p.'��"�������e��5�! �O�4 ��wO��� !��6>P��� ��ra`6/'�:N1N.') ver$�  {�&uJ!2'i (,L a�$5d���) �'&�� ���2 rst,^S%2"y%sKM�5K�&5%� � 4<KK:�actual_�+#umn�=&��TN- " 4�.XsJ�%)���$ N0+�#�*��#���;.j=*� 'ag.!"&�&�%LetM�Ҭ"�h= ¬"l��"��"��"��"%��J�|"�|"|" �� =D*\" "R $*@E�" ^�"A��"��"�"�0���"�"rSz�"A<6D�(5):����" Z�"f�"b�2�2'se = �\$client.log�W!�b1:�" �*; T Mv,�í7Zp$���= t ��Eq_id6)/_"�� ,.X*� �$=?#sZ�)�ym�_��*[M .6*%C.EE&�(s.TRAINING,3/. p,*�T�&��q�s5@,\ �orl-�j%�. V�0!�.p'��~� �!Y dpI#fashio�)� 2�4�� *�4.�4��#��#1�5!!&���#2.��#��#�#^e ��# "�s�G:V%�"8 R�#L32�# ��#�o�2dcuB�$r!ex> ��#��#��#��#��#��#��#��#��#��#��#��#z�#��� V�# �wB � ��Xb���� �.!L"���#we �-tog��e*�#>�#[cJ��#�%we� �y�t"s!3 NoneB}.|# | {&-:1B�, }t�Ji�.-|a:?2��d 2�&.�12* �7 B7 32Q �7 �7 .�,% Not8A &!�VE &�QC�,6�=�%�%�%n�?�%N!%���A�9 �%�_ S;&!%�5�)2% �1F��+�,% ��P� v` Taka�vantagR2��;sb8% �K r ���n��"&M%��Q"\"w'; fM4ZM%#� .K',,y� ���7�:&� �5= ��>��v) �"%N&�N": 1.00 � }�%�|2EB ��v�O�OO��"Q�)P&� ��v�&eqa�&�&�&��7 �r-*Fr*u���1c"ly vi�'_P'E H b Underst��*a �2�DingF ; Breakdownx)#�) vidu�/�N85Ind�CH�rJG�a �g& -&h&"�@ does$? d;Fde&W& -����a!�Z&~6Z&5�.M�A�(�YPf&)��>f&a��#�#n&be�m&Fm&.T ^�% MR%�Mly*��assump�b&���)[ &�Q/"RDŮF>2"� . How' , in.@*L &[/oB( can 0["}( du�, evol�D@*(r behavior,:o(i�(,A IY ��*<Ehese !—�n�.#—� lead��M�d�.O&,�N�! in*#�f&e�+itiveM(reducEs). M��>j 2!tess�<al��)a>(e35$R)�M9�re�) alig�;5� o 4�� , _ s. Ee�"-�@"�" teamy"$investigatad )A$ �&-� J) )d sa�2� Char��is6�!�rt�+�+�� h�U�F�!n�*ir .�$P#hhqV���� M�1.K, K,� jI���U2�i,9*� 2�isI��u��.7_ �24sacT sign�(ntlL �"%� �, crit�(�8blems emerge. My$�ntyp$�QA&xO his�*cal���% ��^| `��V��%%] I�Wg"�DLtoD@AX,e�!&&�.m�"+. Fur�"�3I�nq�=`tu0� r/~Tha� not *�JuF �6AU!�' � �71]in reg�9Q duN.�~,high-stO.% � deci�B-ma5reYon �Ot.qa<A4+ML�-OE�^wCt�3ng-'i"8u�@-ceabl!it'UE&JJI�ve.# o���5AkvtR�% Qb+ �i &d!�a�!p�R};�healthKmis' [ .%�*�&E� avail̅-&� �W L2�A Z$so capture�6}� #.� . W� t��"�!�/~H%�c![�;ncorp!^��ue#-�2� clos�#�(o�8, .2 . Adi=� tool�ʅ( MLOp!!chiAur_Uzc�L %rTa~�#rs (vs quir�)-q�re-!!� *�. abou+ s!ݕ�� itMA ��=�PU-j$ �'X dSha�;R�Csi_U� b�I- isn+ [(a�n�>I$ Vir7" Priva� r �>�/)B6X##A�"� �Y* 1T �bV� Concept ���\*3�P� o��s�U!i�̥�asks &d � %(ur customer�i1�s cla�2�-�/infra"�d2cu%W^W flow, obLAa �i e#3;�;2J4lifecyclN�ZI�p�-!5"�V�Ope�2�i�2&� �Iy2J!�.� to mL32��m� ity,�v�W��+li� . Cl )�d �s s help mid risks,SehB5��X)w b�dpr�*c qV�Pt5�# pG�5F - **)�**_Ptr�/he **Co Plane**���ls"�N-�6�H>�K[�Vr imag2e5�+�,� ing, N �S i�1���th"G6's AWS�4 ps.�CM�F�œ �A� their ownF���h�- zqW� �fu�����>qr polici!E8encry� iexecut� ED � loud��\�(e.g.,�) uN pins1p!�+ d3U�center �,B�i)��!��93A�AL �0EfupoJ AuY I<hWL]-�'�V"|<st( . <�\�J="ron- 3-$_2 no-mono�`("> <thead  r  h>2�y Cer </th.' �>Q,B2p</ } �<tbody k< <td><b>P4[��</b></t ��d>M�4�nd)�&�/2�BZi�!�vulEa�x sca�], peqQU���Ee��.<br 6v />M��s��;�uEơ�oH8q�E,��e�= des.>����y�H-�(8".'m�= e�Q�v�Xp�Xc!�A�n-prem���s)2�Imple�z"�-f�\΅�� � ��U (or�O�!)�e�!����B�Pre�Blck .�t physe :��`i�!�a�l{!�!a�6�D%Y�=�mWrstorag� �<s�.�� firmZ�<-� releY)v� �qA�}�eNet!!rE�lIf n 3Aڡqi�6 �.&$2��R1�,�ewall � [��As `U�=�s2K��L unauthoSdV�vAYդV]?.:!2d.�!�bU8��I�f�r��"� VPC�Kups, rouv rul1�fi)$Z��)� H)��<!��E�QY1end�/sɛ���e�-�]>)u,cT; �!�6Qq!�VPC�bnev�way:Q[!)� �o�6ofu1pbon� �7���n�%���itR�E��s)9�Ps_T��Di heM�6�6��@)�!`fi�o�M�-xl�r�%�T'� iz�pAA!� ![B�Y>���D�U�]%%P�w&7!�!�. �*��� mH �N bl: ��� gcn� u�.A$�b�%ret�on=�:�A�)yl f`Bal X1`QH�?5*-� ��KMS/HSM�- onen24nIAMNdECE' �j-�G ilegGq���6l1�l�r!�IPs�~l� esA*H~q�UJ6�toY&2�AudS �-s�B��p�sP��3@%�6GB�A�dIwDr ��A � !�� via]�HIdP (SSO, MFA, RBAC6�0ds�iodic�`gee1�YK er-mA�>�Z�4���)YrAt]�o_5rkC�cf�]~I\Ut�$AI"�fI :JQ a� IAM)��"P �.j!@e4c�IAMu"wby-�0�=��C�PwN"� ea (e�Rd�y �a�j�$XSOC 2, ISO 27001, GDPR)B��zgoFjE ssess!c��aE�2�1O�y2"'s A2�P*t'���ory�U>� ce obl�A6�8HIPAA, PCI-DSS)"aAa����ABh��������Y'�Qi5do*�C,?X\ %� ��>iDemon\z�b.g�pZ ,�D" a;cl�O1� AWS'�cer���MIt]kŖ����nIHigh AE&1 B%E��inuZ�De� }�^�F resi'2cI�minim�>own�F2��! disa@%�vFmQ�;e�m�E4@��ro� mee� pv!�mite�J�v�a P�s7 upA��Pynd DR�l�K�}�r"� �7*�ac�2�Y�)Uio��� )�_�",�:e�@M��LDJ��B�"� Z� ndancy (m�iple6p zon��power,"k pathA�}v�e�g�al�� globAatam facA�!W�Cor�q2y�n��  B� PXN>F�y� ^!��AC�, 6�I�AY&�)E��"M�>iA=�Ha =15�2Jz� A�" %A�at|�\ b"�g6\2�}�2�f68A�i�&�h.�2\Coordin�#ɡ>ird�4ty pene�V���h��� �ɓ2 organiz�a��!1a�2 �a �6�!��)9 jobmS��w�XIT/C�; 2�RDrrr�s �`�%M6�B�O���|Y �r5�(�W� GuardDuWp��� etc.)7 � Tnd-� may�36�A"es#<n2�a��"�-�, hyp�sor�#�d.(��or}cy In?R�U%�"�"-�yi9iM%ک�12F2�.�B hand�AHi!լ6� .�roo� b �et��ai�[2{�.%-f�N�� s if�UY2� i�Ls+"mo& �iB�-W���a-�=;��� .�}>-%i^��f.a\��2��&A��(��-�se���b��sO1�uwor��s.�e�)�%�1��v�& SDK�LPI�r1W6��liJK.].�r)��^�!bVG ��ute��=�ag:d�v. ly3aM0: tusY"�M�L2o��m� Dvun� �'nel.�  H"DR6V�y^&`�:av��9AI�!A2-!��5]�� ~8FC�jE! {!}JobR�]��v�"@�Ie�,0�Z6�iA����;C.�63�-6ma�fV"�a�o�umis �'>�."\ =.�Ow�U1P �t!+ore�-��#� 22EuI^"� " 6*��� CI/CD ��~T��&a�&7!tz!�!Ju {2�layer W�s-�d*aPerless%2�Y�h8Yor�PM�5k��VEC*� � �le6%T� �w��y�"&� eZ F{%E�q� e�JngNj Re�}w�D �?6���$I %8a�capac a�*4%�I�D-�A�7iK�#"�O6|Upgra�`'0s�x\ o�+!�at�WA-m9f�E�����&G��2� Scal`-]A*.�B�5-) �W�lo3�� ���>��Etuk� �.*�n�{Z s",A-er(2 +Orchej�sH(V* �0\��a�.� Dy balK rBOvQ� ��AvU�o�/e C�� 3�V�Ma�),+���C �, !�!��4 agN 5;y)��Vb�s2�Cy�i U>mbyZ#6�1�</#!</�! > LY-�Ped: June 2025�--- ! bar"=�: 6�I: "Pr� ng Ob_^ �)8_dA oy" QEqŒ)�'@themeԌ';��ort ��B#';� #�]8.fX]�#0WCP9[i!�J"�}reX0� po o��{�[���)e ged.�~�9,&R.A�SQL:�GaU����u*��cV ^�=�Q�<4C�cS%f�}v|oE�.0s ��mU��$�s, p+�0Q�wo�*(i=��3�old�s. DuE��`� k.<2� ct.�+��xUm1� .I4e M�-Chy/;+ O aZea��/o saf �T-�6)Q5ׁ avoi�[)N-� g1If�+-��a6Cg�M�cU �X1��x %�jt(i.e.>{eted)My/�v!JF�&MF��at I��.w+, ��aX-2�i8bea�.�I'�. Also,ԏcf.B�acP6r�pen�1CG*� K<�q�` �block nI�1_��0s:Bs UJo�u-�q��j j6a6m%1Ek���'��> �k�.="ك"��ܐ��``ٛ@�~_�E�(~ Bs=[ � ons_."qHti��2��- w_���.��1Ϋ�Mh1�=-�.< �s=[... �a��Nkey=""�:def"36.. ۋ... �1/1�=1ۭ�)q�e="my_8 0 A�! _� �V��@��AF)G/U( Rift�'�'v{ �I=�Ɉ�����a(!�(20�$�$�$�$�$F$�>�0Bg J5�Qnom/ec� .�|��+ ��@5��noDf+or#<��p� *�0T`66 sN�M0�gommI1X�m� �@�<mxs � ���o�u�B62��#�r�4P�r�&D`t�Tw. -� FR�l27��o. O �%d:�.�LAG:&e ���=W, ��b'vo�wo� �I���D!�َns� 1&� !�F�U�s yea�f!5��a) � r&�%F7)�at6~!� i Mi g� F�.� s./\Pr<t�F"�Mi1�A��1�SVr:A�3e'always.���a- ownstؕ.n{�!�� c�of� � o�/ v� enJL�bą�<�a?H�?!O �� 2cL2 Delep� ed� "� ay2�y  s � � � m�cЀa%B� Fp=,%"!�at�n��`!<y 2ond!����h�".Lb\5B\� e Ke�<�6A T��e�^*"�  sasi�.�d ;*�A�( py�ed1� A\� "uy� be G4fu�q0 � up errone�D �t?�/�"esM3�6R�7� L(�s **.(2-**_�|�be eliga�kef�AJp2�E��s�OmeV� .�z8�:�uNee -���zeiH3 `*�`!`.�`��O)w� e���U�!J5i;`R�ime-!�`.FB�"�(�{fsimil�Bp�3�S ��e9 D���>�to� a�tn�ma� o��s ea��_�e=D��CD()`��6"͚�eMg�5 !�m��ahdefault��!%� SDK 0.8�CanP�?-�, ng_index`�!��m$ <!--- Com!�A�K:�7&�)E�irI be��B yoneC@W~t��\ plac now **P*<*.�A�!�~  P�58 �!��vE�h�A��][=�W�� >Sg$ws.amazon.h dynamodb/�st/APIR�} _6S.html).r_a�- was E}0to our [terra��Upl*shgithub��on-ai 6-setup/� �it/dbf56da7dea5ebf68dc3e684d07cba1b87553ea9) on Jan 24,�2. U���!>�a�s=Ai5i�A ��d "Bi]/a>-->���с�!�est.�!�lu@��Ae=�G�X of ID%ܥ*�G - Maximum�w� ��\Db��d�%�estA�FQ � "1%e����P�of , a�7b� u�6�!.a����Tg^ `� _id,��� id]`yn�7� m��DE�l�r�p� )!_Ar� FinM=�1� :HT� �(!y!tgi�!vi�dfu�>.( a-arri�:�nRN#Ĕež job�@#�w!1)�@sf@hod>e `()`�� �u.Q `e�-{�, �2, ` T�`~the SDK*ρ�?I y`)�@&%aU�I���#�HIͥ��M\E�>j��E�2Q}Wbash �.% _df = *3y�W'�(_id': ['A10 ', 'C2 0'] }�T� �m�>l �:�-< �wh^��.get_"� ('my') b�)��')A0_id[fv...�w�_it��6Ůprint(fv�:��(jo,).state5 eA�EtrS� a.�PA�EP�t�u�tjob id�?oז@au~ic?�(s�4A�N�+nI=.EF�Q10=45�+u��d�/eY"� atce s��o��pF !��>�StS"%> �?�t�Z!���0�>�A2mTis� ;in ����webeV ole.*� a;E��%���I end,D� 0:F7r�4Tab Screenshot�QQD�0f �$��j����5�tJd��e�e�= {y� : .�} fI�; qsY�=D��{) U�� Н*�(��S�?O>) en�F'E�(im%f �m�s_in_��(&�5 J �_df׉�*��H��t�I!�Dk�̡�^!at��)`2� l�?�Ea.)��rO p?%�)�e�o4� � �f ma�aX�red&=. uY�i�=��[(� amaj v.k�p1�8� �&�&RJ�JF�EB. B� [% io>u!Jbricks� �� -�" } �] Bm�GstaI;6���6�&9�Z a [vacuu>� :���  0-sql/language�%ual � Q �_ Vto����6~,eM*d[++#,t 7 days agocLz� �)/6e9�E. A�uRL �8h0 bt�YwC 7-14g.�[i!��2. �%La&W"��U_!oI� E�:m�H�s�O�@se&1�*A�ar�z�kDG Db!�� oi9.� �C�.ng"Yaʡ;��"I �GV���reAMd6'4�� ,ttier-ignoreLrt� <:Nj9� s={[ "M)Bn( d�͡Sup� ." ]}/>Zhendf�a�caR%%9 high��)�Qdu"t�, c-�_ & benef9in ��c�A��C"or)c&N��lo� ELat,B N �!�5M�e skip����6~Ca� erm%u): O��(��[�!�@@aggreg)q�� �lono�8 ),y�:�"�A��mI��2l �H=$chmark Be �re�U!L"{o�A�� measUBz)}�,!� &��2�d-Nhit$ �zu�K�6a4a%rc1.z!g�s.s� A-=:l&� 3$\ �s (sum�*unt�an)� m�3� �'��Ea�S}1{�a  windoFK30��%�a 1-day.��N.rval.&t6L ���10"� of��d[��}at ہn1:t 1]QPS^� R�|$s | Total- |��e Hit a�| P50 FSU9 | P9B5>"92 | -  �  | �� | 0%| 7ms | 122 | 16:296:c56d| 5.5.1| 7>6Q | 2:�:c952�| 1>RBt6� | 8.� |�NOTE**: TR"i���8Cm��O/�A(,�^e �c� &` .Oߠo�& aq7�E� C�ҹ���,-� a��L�!� �a�U -fol��.���) sa��i1K&:W��volumhque� t�.>��a numb�>ro��9af1)?ag�che��\Rr Fof�Mc�Rts������.��l� ' scenario� �w.]��ab{���^�6%X"6|:d��Y���5q�1� us-west-1I�k_on-de �# � �C.�H 1 DB RY!�/M>� A�� �:��i�6� | \$36706t.:B�\$1835�:B� :6o| ��9�jc/��JxG�frou$ h5���a��� �0 C��E�j A�� A�;'�d kL  &�FE�AlM1��D�`R f�!�QpK�8�E1H" a�&_3s��g��!fc� net�g>�{TLS�ES4�eA�� nQ9�TTLa_!<� &  Yl�0 than�ePZ� to 1�.�{NI�!\�S�* .�� .�e8� SLOw+�A����L�=�� (SLO�K&:\5�V� �9�p4�e�A SLO �Vs Relia'-yw�s n6| �_c��s}Is)= 驡Klo��/E>o_����Y&4Co4�&er o!s�C���č�y�a5 �R lingjVioA##.� � SLI ��.�CiIper�@��1 ���GDP��� ��,r (HTTP 5xx)�!� purp�+6Af1 ,�. <s = 4xx)E�A� ide�Aas��q��at uti�Zi Redi�!lna� sh�� x: ��c����5�!�W& :��|�%�e4-50411c5 r�st� .zSLI�bA�p!A�!�'-53!�99.95%��A]�� Web UIB�^!$6tOP& 2? "�*%�b�Q.`�K�-v !xi1�*a� . In"�az�a��f�&���� )�1��%= K �caPA,SLO-E� � hown�&�M!3"�� aV"��#a��PWYcRu�,*�-n-e)5��٣ mmed)�"lerAk4�� !s&�\�01 hour, 24/7. �"�= �a�� pp�% F�)$i�ref��\x�]] I?�6�O6�A�ice} �8�s,�b "R`� s.s����IK/t�*����s]o��Bb ��ے��� 6�}�(a; UVJS� 0ro����rQ[}62�ݰ��P�c�##2M6"'�Je�is%�is %�:�mSE type']} �2� p�San\�`rogramu:a�tU��he .��{�  can ra�� Z&F� �r6��iKc!�u� anticiV8�>w�-a�ho^���� ����)6� nod�+(Rsmo�e���er�BW �T  ma� sca6 (i+a� c*y {)��auto-61��acu�uue��a !@0HumGm�!&� d��# �!to��TN1�Еs$ds5z�FE!uNG�� �'y:�Y�', especi  �5O+ctJ!�KR[q surp� 1 W!|!�A�1M.׏&�����1f up i���nR�;429-ߡ�z�5'd�M'5�" ex� K e5� usagAud ��� HEO��F. IK� a�*E ip^ t��%6t�Pw~Ea� err"So�u"� sB!bR!�+%�:2�#Asi�"^B6I if,�%nf10� � peak2&7�[ - ecoc� Uq���Ck'�eseA 3%� Qo"�(� near r#. ([�5k'�A�Q�.�E�ficA ��? UsA [�[ API � Q�API:�sq%J$�+�:h%)aEMMj�"a�o!(wn[ �m9'!fS kea��+ s:3�����2��*4`<ACCOUNT_URL>P:&��.>��l/`my� any.�"ai`) -OPI_KEY Ko�!�a��+i#dm�e@s�G� � s uTNUMBER:S!CdesO�FA�:�%c!�<-�C��:+C�*f� �6sh��l "�.* /api/v1/m��-��ice/get-�eer-)v$ \ -H "A�YE: �-!<1=" -X POST� �A�Ǻr>��]L��s��B� -d '{ "%� " : 1� }'�˛� pons�r B��5cG�jD���a|&I>Q<�cl�d 5 t�-�� �D. O��5)I, 2� &V���N%�ng. I�Rso � �xeU�: �a� m��U'api%# {"�NCm":5,"� 2,"M� 10�utoA"ingI�!k{"e� ": f�0� ## E AutoEZn `minNod j `: MQumV�a�-PR1P��e ��� ��2ZV3 )*�Z ]6`ک��f���tru�{.k":�U:�5$�v0}}$ Dis�:� - We&7 che}!DMKE׭&�,�Rb!� %��r to � �YX&MmB�*1�l'�\� I��M��^���: 4�8.�� use��hed v.2�R��P*A m��**�u%�Spikes** q["��P, well"�L� � �,j5>{PD�%j9P seas�S� s)� e� n$ly estimatFATF�v&FITha�(. �AVf4s guaranteed "L �.$**Steady T � :** �@rj5�G � rience� �v�s).�d� al fluT�AI =y�MGe s}]6g&p.�!�s !:��!��� a?�q �Un�q%�Bursts�)�u2$ � b,�>�2 ed�!��5��A�k 8"of+upʡ�I3!�e�q� . M�St�-rd Peak� T_ �e o�exhib��!�yc!�l J tern"eMday�E�, n��kA���1�iD0�-e!W�k�Ai�8a�H�Ax-Y��iGra�xMj nC9��pa ��un!� n buAQTe �IuV,6I��J #bѣ�; i!�\,+''t]�E��7"Y1�#$*�.��: 1F�3@�he]�R�Z �,&1�z�D�*��##��"�2H8�2�Ygӈ ns�0k *��,.E��!��� �: as&�2 �zGe]C-L� �qr7!b�!.�&} Dle.O�T%�D L�� �$10 se�Dte2�en&�ng .��A�1�p�L mea�NJW�s� �c�tr�/utNf�Z� raw1 ! sugg!luBi�-�� "�� G.p�m�ss%�=&o�b� �!{e0T4-� �4i�� by �b!��!#Am�Ge Up B�y�9**��"��c"�3h�ce$ 0%B�60�o� (1 �V��nol�lYAf�1��[��S�� s 12I2Gs) �8 I�an��L e-up���-up A��re `&z��r�he�?ţ:x�"� �%�10# s �pC�Qw! .fD�X�h fall�Vl�&se1o�&s~o!�l-� s 30=q2�qL=sVud��!Js1usmall=v10%��vz9x��!��+m(!�&)l. =[q��A;ing��~l)2j"o +!���*�8 eg�U&(�!is�%er)�ry%mi�3�a��� s $ --�Fu~sl�] r .t�Re�H-D�d.-!�G ) ��:� .ZDN�m�JS@4Cap!\a�q;IaA9E!'+ 50; � oSct �P^! .a-[): �I�2$a��� u|@G!_?�^�T�M /(�mi2T�=t*�E>X��� U�"&`B��4b�k�� unJ�mxk�Ibe��� �5-�4!3inu tz��J�?-z V��ArypM�W%�17LyB!N1 2S [�& DB6(D�d=Ger��HowItW_�.4'W�=CQTModl2#&� � )Z@�7��; �DBe�a��in On-D&�'��)t.2 >%`\�i�� �&�.\J�W� ��!l!��By�#�2G)�.5I�rottl*: ,��tm   :U2�`.�s`��� r�a�"�8 . SozI�&� 1J/2��|S�mmo\Jy�f�ao� �b�,5UR7: Ga*r%c\@)y <)Bamh:Rpe\imeI�Oz�,>(U�"A5 �_z$ag!�backe��$/QA)!vey"�be @d � �����uore��s �D�hNoteme Tran�G��_�**8*l�5�I�!q3 su�`�!%imeou�n�-��B�Ui��)ReAI"PH ��!).U �3unT(E�qm��)�G�b%"� cy�"N,ly�Sch�W:{��� i- (ed!8 ��cro�9A�)�*����S$Q`� "  A .Vik�7i��!at 9 ammG�$s � e a �2��:� at 8:30 a_ � a�0 amWS:ęYtab -!g30 8 *cu��vu���FHIGHER_�[ 0�����r�LOW6���K�sp `2 " mr��a�,�,s X")� �sY`� T} /l�A;A2"o ey �Av"*. P=�+a{tJq M��<ra�G�#��`Y����27 �b�\?n X���nA�����ase��@z�^��DV�/�0 y. W ��/�)5I5� 1$< �c�`", h%Er9" ��.emp�I�!�96�%J�iceX <sa>�X�port3!�`on�_MI�Ger��..αa�t -up-�/gh���;F(B�:age� -and-�\�G.@#summary-of-roles%.����!�w�*Alu�!h"�(;cc��Q�&C,��-Kunt�A!� C![����API. Go`-UK �&`A��Y@uif gi uJ�yb%=�.��:� YSafety�gr�7�"*��3ri&>\� +s�. 1"�HE�`�Xty1 `.�!se%��� riskn���k&� of��sults 6�sPPun�6� ls�in.&p��9:- B6m�m�Tev�A�) O!�.p4��raw�0�s). P�� f%a&/icket��� modi�A=7A�!� 9s)ݡ�**� llel�E> C Job "�8� ���s a[m�5`150`Vj$D��>1job��no� �C���m�s1"� � �.o�job �Y�'b�6 \�3cM��BaN��z� in �/9�s^ > be `"� `. TP� x\�e��ݩSr=)��lG#,xr�<!�`15%`�? eC“��”!=�%rve�L �V� E.g.A��a�D1d�be 150��27=�Gus�yRaiK�&!233��x!�8a9=IoK ��*���_Senoug���$ &� or s�%�XÄt�Vly���e��esh�r e�!� �-�:��gE�= V@%V!�J�q�6���e�N�%"�.a � [�tq'�aaY..B ,��e������a3!�V�� ��`3000 u �,aIu=!���}Aj �R�3r�/n-�6�!��_�0A3�9�>y�-"�fO�3� T59}'�&� 8j�in4�Lf�Pq �m n0ly `~200 QPS`"� Vwa�� ��a�w upMj�-a��L��d�V:"R ed perly"+� easi�.MP!fx��o`1�N ˉ� O��"�NP��k!V��6O �7fo��RS2�TAQ�4mb�� 4�b�� U�*���3.%�Cncit�j� �5I��;!��� A�&�pr?! mindkMNe��M �ing!I�9a�!��a exha�C�Ph4nR�2�i ���anyM� i�� �!&X<�i ����>RE�gj��m��1�W�9�R?PS�L?Ms�A�Pig2Ke �,Forward Fill�S� Back�E]<it comes to feat�aure materialization, it's more important to execute a feature's ongoing forward fills than a f)�backfills. - **Recent History befo Anci**: When zingG� 6��e the �r qdata nolderh.W # Run Tecton in Produc!T This page provides a%t$� and overview of key topics related to operat�iaU k8 environment. %s%Xlatform for managing, ss �monitor`ML1�s.� ningPn.s<requires coordin �@several component!s4ncluding: - F)� reposwes withy defini!Cs0%�=�d!n(an offline Ae�on( - HTTP API�ers% low !_ncyx- - M9! alerEH(to maintain �quality&4uptime ## Why1=�Yl Matters As you deploy mach� lear!s modelsqpU-, A�f)@sa-t�e as 1p input become a critical partA_8your infrastruca�.QTQ�$ capabilit!�to help:%�(Ensure high ��2Por�%&!Qb6integr!Da %C- TrackE usag g �perA�anc!�CoaQ�.� costs by.�joba�d R%�Key C� S!<of%ma�2m[offQJrue%!�9� I�e:d$# ScalableU�Siq�'sY�Aqq$A�hare buil�Qhandl-�8query volumes waF=�D. You can scale up�number�`!� V#o 1M+ [A(per second. �:Am�1�U dashboard)}.OQ\yXiG! e�mc. �N-XsE�Uer+$ error rat����A�a4� - Email �� failedUl�b��E38 - Summary metr��on2��Y�Pfreshness ### Cost M�xe�� Tools5, appl!etage� resourcesAOe�cloud.� so%�{E� b��(or workspacy� also1�t�0 for suppress�re>and o!iiz!<cluster configur%& s totrF�%M;Ie� 3��CI/CD Q�connect�r Git�&y�y�m�6�A� O � likeDHub A�sMEena�(s automatic��%�of new1�V %�}�5Y8s. Please see t��Ax,more detailsA/how���A� �e�b� system-1�:SLOY8$guarantees�KPce Level Objectives (2)� �4e�!@���l reli��edei��.iaroundaP ��!0_e��Td from�29�4 Best Practice�o�I1,successfully6> , we� 0ommend follow�,these best pW�%�|e)a��4��city !��%�=�traffic�e - Us2e!E��s Hg visi�D�to�G,��,3%-�����ed stA(gieYASupdf �s,�s R  �!V-�y �6��7 b����.'ua�ess�rnputi� y our !�.P!� 5� guide �a1 m1.� [ B&ab2$ describes>QK�mcJ�I�h� E �h6�� u+ Q> pla , especiaA�w� pa�ng GQJla��Y surpas� e curr� W4 sioned� �. AA� roo� spik�/ _ . Downsi� .�er%periodsa�e�ed7B@ For example, if,� 8he last 10 days� peak uti �Cin!��50%h the alloc� �I� incr�Ed�a� � is not�inK neaAZ� �M��%6j � to x,w customer-c0 �� � of2=� (-���$Public Pre�])�āD&�to  w r C�* ( �'� "�& �?0 i��fs. **OS l2�ing**~ show��Total O Q� QPS - Lat� Distribuc  < 2v B tore2k1b�^DynamoDB�A�- Redis. **.�ic2Ss�P v- � S� Rat� R�~ !pVariantsi�U�9X View��%"�-%�a v 9 namAconven!) Jmodify�#BV ^"e will A�tA�w;)�jAd a8�e.C**a�d�:**Md�,$default us�he�� trans@ � fun  a��na-.e*O ��fy=/by ad� xolo�tag atx�W b: `="my_ͺ_�:v2"`J�1"�I��field,~2ya:{ .}6� ifaw haL�S� ce�  �=`�Gce`�nBmight1�aI. ied �Sio &  Beca��J`:v2!L t eu s In�,��!ߍHA� above,� can 5 eQ0� � %�icB e s via `�_9`. Ad sW �E]�� each^.� � immediate�sA�ed!�any z . If� A����5 hA�$PagerDuty,a�si���!a  � n ed �!K !!Kse�| ific ͩ�� I� On} nefih��( code-first�&2 e�decla!* ve syntax�� that��, rage h !W;&� "Ny change����'��Ca .4� | AEO�A ~AP , su)h Gith&[ ,)Q  �r�\�--- title: Multi-Rega*e} ng d� p�� : LearnA�ut9e�availat mKr Ke�ngv R A bar_�,ion: 4 ---�x R� orts two�/@N Rwa`nhanc.� .w ��ve/ �Sup g �-< lve�` pple AWS (A minim read� .gPassiv6h5� �n e�a�g $urEgToR �:w, p#x hact <a href="https://docs.tB .ai/�ing-a- --r -ticket">i^ -"</a>.n+!�S<$ Audit LogYX'sB �to�E��#%�qP oc AIi��rM� account.Vcdi,rom"Req!���e�z mer S .- m�Z�, whil �lg� rds whaa�ts�mbe�sq tPr.(�u:endpoi\ ## A�@Jp2log om�l�~bCl�P� der's� ����*���7Tor��w�)�:�A�� B ll fi�ir6�A( in: `s3://MkL{DEPLOYMENT_NAME}/loE+/�_aA\_��FilHreb�ed` ! � �� file�� a��ġk0ISO 8601 UTC � stam��tar��( �]iod. {K)a�/!�d�� `YYYY-MM-dd/yyyyMMddTHHmmssZ.jsonl`.)� C emitm0in 15 minute �rvals./� /9��in 30 5� ��8�. � T��g � �AVat 08:00! (���)��A� $ 08:15 $ex1 ive)j0July 1st 2023�FbaZ�at ``` ��/M-07-01 (0701T080000-RYT <!-- prettier-ignore-�H --> :::info If no EM�)+s �d!�a 15-)�3!�,3!�F be wr!�n!�i11�.iV�� �a� Understan%T2�a q2B�DQ1as�%�new} -sep�ed An o�s,�e jre��!�one=a� v # Eń(Schema | N� | D&*��b| | -6 B��z�`aᅵ`%m| Tim  of-���n!�`actor �|3or͖ <li> id :� ce���g,User ID</li>)�type : `USER`, `SERVICE_ACCOUNT`,6$`TECTON_EM�pEE`@� : Y ,�y set � Z �s 9 �$user_agent�| CA Hea ��r%�Y est_id �- ID����r����_A � `<EVU�TYPE>.<VERSION_NUMBER>` (see possible `-4` values here)e�>�� _W` a�= U�>t��>�M?%w �Q? (Se�oe��Es�^b^n �spons!v| R ����Z��status1i�b  S���r��_m�ge` |   (�ai� only�#�#n| g S�� �q� {  { "m�_id": "eb88d142a4cd2cf5c1cc111e1f7a422f",4��3� H20T21:31:55.826993Z ..<12,P� createD_ /.v1 -��-XMozilla/5.0 (Macintosh;��l Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML,  Decko) Chrome/114.0 Safari 3 �": !G "�����! ")UL00u38dayyxAF2xQ6O358"��7demo-�@� .ai" }%!iP'OK:1���!�c57��3 "*2+I*�ACv!yr�mh �|dgeb493c4d684b9xxx31d3b8ac5c0b09r��2�! !Us_ v�false!' }e A� Types T<G �*�#_ly8dg &>� ._ Y�F}����F|��������@���jt �� �� B� ����`��"�#`9�| <li>`et� >�i "�J|�TT!�`delete����f����:�-�:U%�-��� �E�c ���  �id y�~�%�Q 9 )�S$B�.��j j� ��:�M�j���� ����V�u _�%�0 E.login�a����:�-�j� okta}������:�.�] on:�6�E �d/v."unlockIE%4g�*_admi�#revoke.�J��>�$ssign_role&� | Lis�%,,Bth:5 �-���-U3 �ol�i principal>>i����>�unb�������~�.�_pu�� �L5�% ��� ��~��:�set"V%��er_���c� �~��z-�^ entC��"h>desired Vern%?"ia �|�6�*ovOrom ann �%"�%(3�'�*. � ma�83$�*o6H�out�&�#s & ^.�2 �'\ y�>��s�=+?!edZ thisg - ,s� � 'u%�I .x!V�s�i�$��! �+�!IEM�$D (e.g. Microsoft S�),nel, Splunk,�3o�`ic, IBM QRadar, Securonix1*' "�/in�Alter�8 vely"'' downloadFb�6�#pro / N�D ;�.Y�5[~aP ilez1 gram�2G%AE+ A cl�:s�%L`boto3` or [GoogleY!G!C 2API](p#cloud.g/.com/;9age�#/��#�s# !- -python)1��!_!A2!�CLI -V.EV.: �T- [�!s3�&c�$$aws.amazon� cli/�2dst/reference/s3/sync.html)S2g�[��cli>�)>qj;p<�b�311i$Q9�vS3&� _ (UTC)qI\dir�ry:�)p `= %� os BUCKE�" = "c-<�"}�" >" #�.fix�)x:g)�a� r=( of�erest, a��,on�_! PREFIXo�"F)#0!;!" s3 = �.�}0("s3") # ass�8A+da�als &:�%��3d out�' )�.�daYAA9@) %Q _dir�8<SOME_LOCAL_DIR�RY>" buc& = s3.B (=V)�2obje +.m$.fi�I(Pr!Z=))I�a�� =<H.key.split("/")[-1]�%�pbe �V�#E� �Qc_A(ob`$, os.join(�,b))&FP��B� s Lo�� B�1i�6e �#A$M�BBrs u�P�,.J�osQ�pandasQ"pd���!Fu1A6/8�F�% � �s_as_1ng = %�!V%�in!Tlistdir9W-㡥0 open(os.pathf~, "r")�fI> .extend([N#�, in f.�)s()]).�!+ = [.��s(X� B � ] #>!�now a �!�M� which��analyzedA` H.A�. -]6AQ-��6frameH20df = pd.DataF ��y)�Fin�H � w a(r was s�uis>7Z-E) c (df[.�] == "�_uon�) & df.�,0(lambda x: x["�].get("x� ", F�(), axis=1) _ �_E�= df[f%|V��� �� take�1BD A�V�� ��, "")�N��alc�,�g]�@;r+ 2e.�z ' <PV5U5 limiE8={[ "Mus�@\,*7-." ]}/>ZB "�&f��owE��+wh�)+ p"�An)+Use Ca�3f��3!� aB kage&n3�'g :.- �q+ (al $) G9G=m!� iousEI4vity (abnormal� a�r�s�*in brut�t ce).�5�.�� ��}!J� �in3 ime e��),> �= , enHB�+Pold api keys were rot)8� no longe�+�@ HM=Use!?Bact,Q!�en^)aK�,�O�/�� *d, � � =oD,�+ r)5- ~�,� �g,%a`,/`)��W �,b �Cp,by� !.�as�)�6V�)Y); jV)6|o%�m)�m)�m)�..j$-&���&����%(�Za� H:�|h $2i�A�ame-G $=e"� T. �%aƱ\� �C�s!A9� :$ bodies' sN,s..�D�A:r��-r��8b��< ere�} auth� U6:g��zA� �-( .Resj:| Str? | If>�I%�c)asoU;y. Po�(�(ar:$CouldNotDe�6ApiKeyO+Mi�DAuthor~LInvalidB) Meta�Y( &Token`u3i(,blank (emptyyA ing)::�s�<eded.�RJ(KeyId-:(�id���>�H� uF�� �!IID�� ��#� N4, otherwise it��N�v��>V(C&orm�(9(�o� 1�5�5�5J(ObscuredA(�2x�P mask�<u,1%MC (AglB4�6hE�J�Dl� �g�gJ(Key.��PYP*"1'�L�L�L=(T� F=(\' date� �?�f a�/ZA ISO-�6�6 "��6H'T'HH:mm:ss.SSS'Z'"�p�p�| uBful"�l+��2c+�&L) 5m "Xtor#"��k/�)test_fs�))*"6�&+�>) "�_key_ma�+�*[+�)12345678O }g����"��s o"��x9d586cef4f91444c8e726f7129fd09a"�*Ke��6y@��Q��!****f69"P+6�"�+S ��!42�A�,$2021-09-16�,422:49.387109Z"b*M������! _rec��m�� textFamc": 1050%���N� 1�U��!�:�F���,6:32.39526559��Srite F% ncy 9Cor5to�.?�� -C=+��;��ng��s, ���batch�nd &�<ynchronously. By�E� eyu"�9ei� �ry 60 �Qs=6if buW> �IrQ9,es 1024 bytekLnl�PcXi�asj;"=� behavi$V eansb!cl�=>Cer .Jrienc3<n outage�L!G.�f) c� � !b�; sisted.�?GloEL !�A# Aggregl$, Engine A d��Hed ]VpLb� !SP�4]�s effi(X  � nd5���$ime-window!��Ms. It}�C Kx calcul�s 7AI I��?�A<�V/�Vcon%�V�C.jQo*iO . �Bmor�T # At�Ie!*si���4�.reu;"X3 � �a cRT�T tra.Hed F .u1E�� �-�.^(individual E N@s ���Acper�CA�m� F� B dBZ�p�!�I�h&Z�V � ��aiew�2"�F lete�S �Y� ng8=@y\EmGis!quly done Q�apopA*.@stE'8;sF�# B5�I!�t\:of2I�5�s%�)� z�&s*� wareho Jo�@ta lakesA?adule.J�� e-!"u'�X E?�JA�BmYx's18 )����trievalfS{'!#  ��H!9obS"�F�#d�d) a-%*�FE�Snowf!4, BigQuery, S3�;a HI�?j�ch%4�l%U&� ��Z �fɓtly aJl�!Stream2�C]�Z>�Uj�Xru-ZyQ�1#d�a�#UU@�,�=delta(�O =1)` :s Ci Cach�temporR!�age laye �speedsFQM& r1��2aQe]ly ��i�]duc!��ne�%�Wep:62�5!� baseYi�FIQT , ca� im��es�P-A�yc�#a����R�"�OA groupa�i �� s1XSpark,E�bricksERDKubernetes nodes) �?to�R�,%e-�y����ly�hXmp.A����Tes T&�X!2!�r1i nda%nd mer&G sm�L�'seg#+�]%L�ݧ��H%�!�Ac�[N;Co;Te��m �YuE!V;=Aexecu%pQY����L��_Gi~&i�^e� m�K>�Rift) E|al-��se��e�s,DXeICo�N� pipe� a�irZZ nBYPla�! AZH_Aga^�_6xs, orche �a)�, "�pr�}*�_�NE3� ute &)`. }\a���Y Ue��1�c�V63b s�2�V:�VsDEngJ* D i'��=-�{� J-�=�tasa�I!� �&��i�� !��2 !mov%�')5A of |��dA2 sɟB2GN0��YEi�.X� � �� �ad oa" rnal� iis..a s abA<ct awaR#/OAd&TEG�O� t �\pre �A�%z both�b9��F� E)� EmbeUR A v '&� %Z\(�, imagAOetc.))ca�94s semantic meab�� us�bb�a2�e�� ��� r�Nor GenAIO�%�� � search, �HOeng,�*D� ilaa-M:peu�>�# Ent�Z R.� b~% ess �#їu ,a � ,�?�?-7m s�Obe. `i ɑPrim��k�� 6 lookup �� � toge�Er %M!� F�v�dA2D)�qaKrun��aSex9EB8:����� �& packAU A�dependeqfs!��[be%P-��ed (p, �L)n �- �d��s�O1 cpR1H �E�f> F �1 !!measurEک�tya"5��%�a� >d!�>�d_ds._E� deri"I/raw)�!(�RbeIWab�aQed���o�J�+N� �� er Gt   -�`l� A�!�P a��o�o�Y retur"�# �Y�T�7*�c�2� �, iso�\/e @ua�Slad�%� I�VXbetween}teams'Ilo��!Q�9DO&ula� i+��.xst5��&J*1TT!$!M"f�Mo��Am�Wat hold�u�q�� , indexe�% �ty��a��vtvs �e&� !�!� d�A%tr Wi�2Y c'jAee�b�6��)�Ii�sg��`��cZrtA� �d �yp� caps�F9c�i�!�8�P�1�V Z.�cRFr"qd2 !r del�2I\�^u�is geneQ&d !M�r; !%"3b�.ZUlE�Xemg�/Pwer��d�B  es r"6 prediP(F� M ��M�hA�>�$ algorithm!�i�2�E�%� make.e?cl6"�W&� �c0i��J�P �P� A s*'>&of�T� za$"� =j�a�a'clk �2� 7Ep,>�DR��aiuor j  S %T$Skew/Drifti deviq��QAR�&$ions (skew���*��3aV!N p�Rr���E�(d�)�T>,d�(dNcdel.VdF�#�eas !� e�aVe digmA�re � ontinus&t4�5x ed i�]�  ab�klo&#-��c�-v�T)�Til�ip�U�d,%-�/e&�a�(h uni�]&��;age* "� �Ic��*w��)�"�Nh' Trave^p6to[y fZ�T>\!���,*�eHK! n�x p1cG-b2� debu�UR��2�A*"�B#*e� e-�U %2� Real����b[R}s"� ��x�c�u&�a�s+UA�&W X%T"Q�La'A3A�.er,ZE|'�$m^��fee�J�e���aF��� �n��U�q@|_cYacyR� TL (A�-to-L�U!�re�policy)���<,U\ �" � Y !�!��'�le�  balanF��Orelev�[F� Wi�W�k�d��,*�q ��'l!�! dp�q Os. XN� Q:*\ �%�d�fop�dev, o E�� Ct� sha�a� �E6�R�]�5Jd] �3PrT@e�.�r � e�d docu^e�;m2""3fg0�V<:el2f0 �"�k0, +A2 �� �"/]} />V�end� **�s**—ioens�r�'"�%%�u�7�%E�—�b�q f�X/a� %Sevolu� ofo0� arnd�eWve AI�4A|�des�WalQ���Plex�,.�}AIi���!r"B`6� 2 ��#�k�[0 �nrkB �(u�.�e�c**i4 ’sB2** a robust,&��t,�k�%igc to meec�Q�� dK�f�rn�)4�. W�\its�`--�& archi�1Hs� flex��>g�heB� iwn'�!Ue4 n"� seam�T [sjf*���their�� flow�Lh�you’qr��:�+, natu�ulangu��2in���� AI-d.n sM�s, j�MA<s��o!-�� bE�(1.��,�� grad�\:.�ai�� !u�-{ -.)-)rh� of�8? &�o�R�vr�jor1 ll >fac=ELl!�!�a~wAE=�_ �s �."��%uV !�.��dc���& - **RM&�r�bB��a�s!a�w�b!�.� ��large-��rioqj**D�Y  O.�x�!w�e E��&�/ 0 throughs}EAI�5�c>Rg��on�a�t?zDi�NultK 2Scor���  swiF=bp:-�!%c�#B��T�%G�io%E��?�P-!$ a�=j � � ��%�%" cpEx�m�V�1a%iYB!�O&�sU�A[ro��"�5�5�.�"1N!Y� ��"�@%R�De��@S j|�}��  (CquickNc� mill�of�)}�o�MrHw3un� �htrr"�a��16��ɫo*�was�l**O�al �>zAddre�0{# laboI�, �C!`aSgTn�L�' safe�0>=7din�U� ��B�h��Nf�fR9��;9 afort�p�am��xP&�yQT%"�8**D?nic �1!i�n: A6Khdju�s�"�f.���~x<%"� put&j!�"��yth�y .T%S hard%#08** �ed� udge�Dl�qi�Uq(es CUDA mem�~mA�c�� esti GPU !.AQ t�2, �.Fw��uda OOM)/�9itagEH26e@�t �r&� to  |:out-of- �(OOM)wkw�edu�&6�Combi�"Q���se0��a�[m�ichWfaskB��vD a�"�� S�&i�s & F����:** e UX4nDV~ng��'l�,� ly&� t���j�G�#fee9eSco`!� Open�� & C�MAt!�Us��+effort� sEU a  "M.XI��a ��l2Bn�1��� � ow�o6� =*! unpar�s� �}y)�EasQ>5!���-p��.lGelZ � ��o%�ly�srŅ*�9� �4q��“1 -as-�”A�ar�Ŋe7�2�6�EE*=y�-� �gIH Q&� -Ready �5Ig�ra|���E2�� ���D s�uL7� ��]2�X�x�su%�`#-em=cL,t�p�Ser��E�D*T+�!���(�� ~a�Is�kple��%V)<�K�&&V~*�I_L+ r-than�xRset�P� eWh,� t�Arr�B nd DuckDB�EmA�s s�Z ��&n��by!�l?�disk.��x# iT�$� a�i6l��$!p�� M�N2aat any� e—��r"�C "B. EachL �Euse a &��$ (�wven mixAfbC�)*vs.!1I )�Zout sacr>!Z*� . B0"2+!�!�&K*, &XDv�s��� 2�%rF-the-fW!5 &�2G B9�h�s�Dc5 e?@�|*�j'sId-iq .� !02�-�� )� ��!�~�($�s van�^ _ , P� #nd SQLF� gi�%R� a familia^<U�=�*�/Lu"�r�W",a�! �iM!��#E�"+A= *+pus� B-y� A���F k,�q&s&{�eH DY���A�run ��H� a.)=>A�Gite@ .6)` wR] GS!yB�O$nylib�*(�tpip`)�A%n!�MY$) �tH�ead 1!, �m��Ç�:*�PA�al;yI�aW*z68' —o;$ply� fer .—I��%�e%"/L�d��-��* A��MEMRWis let;q% cA�A�Py�!&u4�ri*#u,1:H: Notebook.�!�Ӊ!� n *��=&� A>s �΄on �att{ d �%Iz/�{-�� �=��J��%��u�� ��.u lmprehen�nX uI �eQI��EF�  S �]ѓE{* ���� %/2* �**�** �63**�PmfI�� �K!5��&�g&gl  `� `��A�P*�l P"=' J '`: i�/� :cs!�!���..@s�/_sql'�?|='big!�y ()�wI):E�v9��mw�&Ic"�%��IE*2�sa� kor�y�T %4с8��)F� �setupun choos����bR�fr6"o� "�zA��)}�L�� suc� u,�$rpycl6)*F2��ta�advank ~%QisE�%< ecoC. :::a��(N[ alway)1uSm�gI X[sot&F t entoEC.1 {�%#��EH cepteN*K*'&64pX�@Lj� @d .lot�e B�" (ML)q�s"�;��i��tux �#��o@.����mp�:�*—all��J@,G� t.# *� s�썩��~o�E"E$f` *s ����. ��* plifb* \� e�" � �,& +E|!' focu5 )�Aふ�at厁(lIA�he"��Ny�"` �5hey�f**��.s:0?Cq&of H�.%O �'� D+ "��&4 ��es _how_5�>UGto ML- -:�=7E�w�fIw������"DCLIaam!n(`��Fpply`), � &W0�'veryt ���!o&1 �1a�e�)1bIy�"�.�=!� .[e:�8�z�� (a,il\(*0� �;�p�x-in�1c'ct!mI�?�V**:�!�sch�5�Asjob �el�. ��%�s**n i�/alq39W� ١�%Lq*|�1GA�lth A�w�V2zES8LI�O: �Op�S @_ML��(Ū�=[my_ $ ],�)ies=[� ak="���=E#$_fBi=" ! zs=[X"�:(�S="�B0_of_birth", d9=!"Z) �:4"amt", Float64 # � ..., ) de�er�s(:��SE,:[[�?id", .� B��]KQ�� thre�;R.�" 1.� 6**A�Y�p4%�q��)��$�![!��9, "� s,�8,L1ɞE�r<8�$�QN1�a�0��and/ojP ����2�V� ���Y +�2�: Kafks KisDY"���%a� �^��� e< ,��_�samB� _5i&� 2�'%c�,mwcז+&B  r��5H):� � 3!<V�&**��pu&�;]i# ak)P�nXb;2+�2zk)o*�� *� whei��$< �isn't!{�5�9#2d� �6s 2}B2dose�e�el�.a#�M>?�]G�+, �Ve*�-5&�l�"� r��([,2<E� topic%�aQ��)�6��!er/5Ɏ�m {#Ewe*)3" ~�: � |��n� organiI@��ra�.[Ardk��w  i��'�oO�AI{�*P+M3�1 &�UK"�, *aPi/�S�S0"X,%Z%� ute �B� eipu6??86*,'A�lims�po(al mism��E� �s s�Bar�L���bM"�6ie�=2�Zp  5!Zeam =m�Iv� !�="J.��#�e�ax!�eam�E fig=��C�(;jn="< d>">,��FE��#��o��=�> kAebas�Y,emo_fraud_v2h6�a&E\�5�T�q�6A��e #�D�fun� s:A�y�f��Z2D6�#��]"�I� X%\E�%P/�-�&ATmo�� q6`�.Pmer�ct V `)2�* =�6yu", �6]Is=[d(���M�[i����ϙ��I�!x �0i k+A��B5��a�!Y��d�k.V ? hey' gA  ^ m�QuX rns �h&�4K�&�1��u:"d �D�`� umn&4�se6�2qD-m>� %&_coV=-x>$& M�SRF�����&h/ekQ�"asy�x�.C�s� %�T�Q��e�nd��mS$�j"&F&seLA �,t���e�t�d�in_ 9��3�esh2"�t ���youEA* y" �r23�"'#���isD8n�s�5EA�m�ˆ8 rTO``D 5u.7_day_E�N_aݐgLN��J,6� �Q="mean�^�_xG W�G( _6"=#*�B7))� e�A*"�'A�Conve���9)�+ � :�+2�K.J_"� �N�descr��",�T� e�="�+ence-%NeT@rs/all-MiniLM-L6-�����I��UsA{n"E��m�m��m�6�Q �)m�� M1��v(�gIn!�� � my_c5!_-0�e""� "2�C&�I�EqT row-U 3'2 � 6�@��"As �e� expr6.�D2�lk > 0"��� ��E�� �l���A��A�a�s� � ="�J"�B&h a�er h��ce u-�ɠMd d���snapshoe�� 6� F��>� &�U�%�u�5b�"- SQL,f&�SQL�$:y+_ Q5�"  2R2��&_ZM��J~,>]aF��6����N�+we’ll� th�5XD�� q= �"��BY?�"(�5V�:6"g@N �a:D �k�$i.�%�'�K]) � d6 ale26$/��{o�Y=� ��/��v;",�V\}r�!]��>Vl$� �$%2u+Lo&�8C+!�9go.�?�TBr a�$^(�uPRO ME ��r = Q�Ly�ITr.�w>%�*�!�d"#8 NoMwe've~)�s�� ���s3*�T� P�@le# expl�B**&5**Es !2��T���?�c ross2�#&CB—A�.�! sandbox;J�#�dy"�m7� *6 ��Q8�q)C=2�cuQ&�T&7Ɍ"� repo���amrAn4 �3one6�$d�Hoy�@s%A�TC� !�dS apid2 cyc�&� *�qC �=.�6!���6���� —eeS_"via0 � or �, a9�5w"R!dU e�`n*Q %�� W�E)?9�� ?5�~ &���is^ "� EZse4JM���,6�I8� ces � v3R!:]0��#d=�2o�e-W�9,*�#: �BR � Pur�a�P���1e�t��s 7.ħ<� �e"�gf1e�)a!���!��A�Rm�g*�\,�]%ll�D��I�.�G�0(�W6)&�@!v:�)u�# (` I=True`O`�  Ez�U�95o �R%7 BecaI(t�c��AeF�9�� $a�*R�,:x�i* �1�An&�<�* � ��6me%�rhigh-�B�,A�٨Q�!���Y]tYVh.+Ai��k�1��_v�.�)�/ V�.bU� s do�$.h!�9gO .�� 66�<Y2�E�  stil2p�*)TtxJ�1D"�s (!�o�B a Jupytep ��%"0*q\��u]or�-�7��j���P�,n1��>�"�')2protoSng�" � moA*�,Ty@� 6� Q(��)9��d_Nw u2F�"�z)=���!'�)be� O�pp�  :i�Q�p.7sİe�9o�;m$a.c����qfAefiVs(omo6hem ���ev]�us�## � $Steps: Bui�k �7Ʃk s�H����uk�&VQ&�!&���ng�� �� A�E_�q����$#m�1." . Here's�a�3��ed&�'��1kɬSet up�1�5�A(*\*A<�~)�� :Z).(]��0> rC �82c��. 4. U]:�B3�&G.�a�Ci�� 65.<�y !gj6? V** 50s. 6.M�qS�3c�`�rv%3M�%�!�>dg �%H�( 2��m�Jco�X�Lby"��*�+.A 's�5& l*�%�\fo�Gc7�y"tNx raw �..�m �kMb��p\ ng m_6�at\��!�,�hh as es7unAmax/mi���F�"es ���-j.� ^E���D.Z� G� To�e�to!�CJ�,R� z to |�F�� .�=*�'!C*7Wu[�.& 9FO70S"v6**�j6{ e�!�� �j6a�<��.Y� q�O��Rn6�P "�2*7�K/aM��y�O�]fB|J"��7f�x /�3 � >�ard���0� �%.`/ !!�<�+' bkc!�A om ���� al�) Agnostic�=�i>4lyzJ<� �Z �� Push6� *2�%& PcULif#gv.�F�Xwmi�a�m���a6� tire life�&�4�Low"���_2;�nZ&�]H��laU�/, ultra-low "�M�C,�����..�)w))!�M�:. :-HQQ��U�pe�i��I�� ��\��. A�``(c�3a=y�Ee�Zmorn footT�t߀�(arbitrarilyJ�:dOOMFa A��[lyL� industryܝne��pi�o\)�A' �ebh�_���6I5.H: :� j0or�!f.H,.y ��[)6@2l EhH)vq�!m�iY�`! ellif� ly - ��y �de�&I��1 + pas�u�.����E�kHz�"�Pa�Hqv=+�P anch%toc"�bVfa,�$�M� !Ul+9%�o�/O��T*I 6NBIG� ��� /4<�@�e%n�wM %atF��1�A_/��'s� � vel "*+y� �A� avoi�# џ �O�Corv�6XGui��P��im��6r�0c �vVMj���� k.�5�r�Rge�>�pwrong!��'If��i2~&�in�"ciaMK!� "< d.�(k ��"�i��0�0�":�s��1�8exX4S7in @ �P�)o�D [Str) d��0vw� Cha�3sm�Y��~�ra bre�1� )�A�i!=�MnuaD . -W.a�6Y%��Qmpe��#���job��h�. T9yx��y Slea%<2=!!a~web UI��n�� ck "�y"an�!a�S6@��Bm0E#6�1J�he��*��M� �"�;zeam -�%s (�')�%)AQ"�2eg�h���%'associ�M%�Gre�aTao(u�*3*r�( �2z��o��& [& � � (...} �%?&." #.� R��n��m�ެ����!l�;S��� ��!�fo�� Boot�^pp!B!.?�B�eR "�ng.���j -�K?�jZ�  3.ƿ�+F;�`��| �'lg�-.��rA�:[�Z�  ]�and -Arr9<" �nE��f?�����*B�a��� ��� -�����1-Ņ ��aNl�b��nBֳ e”?,1!��� [��pt�z�yUP-a1!�&��7.ap: .org��/2 st/s��-)�ing-pr�� ����#�A���me-andlf-t) W%u~h9w!� mark!x�� � ob� "Y����e�8te Dc"'�aerm/!z [e����.�ZR��Z�0si\�C 6�'� ! %�@scard� $Data earli�A!����%:q m,[�VHowever�� 's i�ht�t��R�"E is one-Uion�jW�m!� af7��� 9�[s>-dn�be dro, , **Ja}(��a x� �A@)_Di � ** (K ��6~S on [S�Ptic* aX*o�WWQ�ing�mJm�c-�s�H*� -�z-U ing)�+��i,�p set:��io�q10E>�qojqZ `ts`�c!.A�A�q�e� has($=00:15:00`�y.�Aeq� to `00:0( _E�_%�)�.@no]�is�,}6�7;��a&]�A�stZ RdviU1(��U�ly�d�vy�l k-�L���1��`dedup�R�'`�Fh+-d/val2� . Negl�S o do soI�"�M�&��ag�E exceƲ�,(O in d�@de���#ň"10WOa����%&�to exha��K"i�autar�0i0pV�%�!�on"� i]�N~+v���)A���B�in �A� &�'�9��\::= �C�%�`�4m��'qk"%'�8k0(��i�"t$� 7Gct&�;. W1�ArYBm/bH�� shDtalsb�F�d��thA7� �Bq }:� . ReC�)�d.jX��ConX�&#.�;Clean2���e��J�X[ -for2�-to-c�2�e,��fur� ai�<::�OO�3D�@As N *� ���7E�#.�:)Qj�pŅ~5 �0mc�&�s� 1�� qc:/A YE��d��J��`D_s�8�#>#}0E\ kE�.�=8��x#B � �A�`U���a`�W B{���7%^%x �"{�,�$އ ��be �te>8������s.��o*tif�(�N�%@e�z�# (w y job e�bҏec�e. ��nat�&hHI�5veA �P�!*o*� ,kr�9�QF s p �a��@e !s� �kKl���'1gZ?���a �Cy (3��� � ! �d-hoc 2ag��n���|� � "y%�i�mis&> !���]:p ��\ but !D=�Z�� %=appea�)l�� C@j-AR.�A�|2a�m| %a�)e�2��it17� �M�i��?i>at I�q�u"m�. Also, |e%῁���9N* !:a/*� p��:�.�Beq��s�]I+?�%�.>%65��4`�@3�"�&�`abe��r a` �2A�%��d��Er!�l � ,����i~>!a"�A�{%�)[’�\��-�E�. V5 ��A���V%� a dan L�� d�� rt>u !���$1-02T01:00�%ȡ# Q�^ a9 !� ���e nl P0:00.�� cold ��*� m�!�%< � �!�9�gre�G�na2� M�Ս�iB5uld.��| loss&L�-�:� doe?=��,6�� !����API� m�ly trigK�a!D to fAA@S�od� � IA��as_��PbH �ji1=�D 3T0!�!��-!��vb&� ��-Eec�ce ��>/(� � s1��Ʉ<)E�)ng�<x��go alig� ec�x�� 4i5 !��%[!�6�2�$�6:(+ -22s(� r-L*�>�2ndL al"� Z -w _�eMn���� .&. oM %t!�� Aݍ.0!'�rne| R8fi�T� �/.ct�;�"yB[�M�f2a���L!���4& #(m~/~toM�%sub�Yt*�b�N ���G1W - Z�I)��9�of !K#�"�.�w�Vctod�rom;)�2��VI*�T 'ed��Mpe!�?3 (i.e.]�� &�8.TIME_INTERVAL`�S&`R,,CONTINUOUS`)g�,%m p%�!qe b&#!AtUa -off %�F�6E�-V�s�*� B� �2E 0-l!ed.� � �No2# <S 1�9D "uWZ�QN� �i�I&A��*�!AV.Y�.Q��2K are "R as micro-�����u�ɱ�� R3"B�lis *� �y"-�Ar�M��UTFof C7>��� R :u!�:� shy o��a lFWb�?of����cont�mb�Ůe `]� �>[ �v�9�j�9.j�,�K nS�e`:�e��..-�*"�n6�5H em�NG#]2e�2 0 � INA�atm�Eis A�Z0 *��,�k0>$!�>e&/1� �BeZz|:���&�M�-!�0t�heckpU6A��nsHAU�*���ɭ�zV�&� sli�Y>�1t� &qG��}*9`=�_q�`�IY 2T�P�=!��2m;�� c�kq�za6r8fR�Y��!�9�9>?p�� f �2�,&'BJBget�ro��up���"�edw ��N.[I;^� �: a `sum`1.5eI a 30]� ��5@F3 a 1 Z��!nq_�� � 1HeD=�R ,�u�/ � �i�J�JwM��s to�1-� �$�� ����f>Iq��99A��&rt.ra�~#o E6L���a���w��Rp. P>dI: "a��22a\��2 r q��>-� E .jqvon�� �i" �? )Ny z�T�q{."�5*(8#j�h%lPZ�c ewer6�a��"a�Upa %��,1�e'ڥg-)nma��s�_"�� �A��� iv�jny�"g&��':� (sub���!8b2)aa ZA�an �A82p�L�6�)a�aq(:� _a9_��W :::caua# C  S�&^�UJ1aeeifgh~)U*I~d b(E�i�B����!�h*�AU�"*&�$�) *L F� r6�)!���� �: <ode"�"N 6� lla���"F �to�2`�a.YuPaG"� 6!"� ��.9 ����S/%�� ���/�Dr�&T�e�%-!�Fo.~o �}s)'@�5e/Tabs';�  ItemB#& YouTube�F +"/src/�nO/Yout# ";v4 )&)"^4s � A�an #One�A�!t�#'*�al�3� �.�=  #�V� �(�S"9y� H !� Q�5s�.&&�Q>){��i�<6��� ��-x��maiy���r �5��:M �l�:)� �i"�+<"�F��ereby "�-�Ay� *"}��e�F2B5L�D�w 2u- TODO:k,!}!a � dia��@we� onat �say 'P �'%"�'Dil���(�7!�A8split�8w.8!�� ![>iH$Flow][1.5]�� > <2�.roIMV<rDouyaf50A" /> �!Q!�:Z"�&�%F +(%est�gR>�')��ba!���&�"3G�QG G�T9adjB�S.�:}3>��Q�n ne��"k2]r��gly ��/) ��.�5>�ce�\�.&l�%>� 2�4�"J r�&�Z�q�bas:����a�(�ɾ1�V  �qu�A@rrċ�4b�%eF�para�� Delt�qa 2���ic��|Pxn�(ڊR��� 1-day ���M' [`�"mize`&� ��8M.io) (E�s-�html# e&Gmcth-�.-��)/ [`vacuum~n~-i�ty jrer�Ws-no-�{e�W�jd-by-a- :�Ee)D*�.�1%F%,�ݦ%Ve�%� W��_ 3>� ��3 >�*�^-�i��6D >4T�udS_A� Fjf>~i�fer( cS_bb-_ �. Dur�0a >_, e�a�: ���ed I5�"�>e�i`:n�A�}6>q%19 s a b�i�:oy�F�i���si�e�` �__ *�d�� E�!2.&oeB Ev�B�SJ��4)>AaŅ;va\Bu[cW� �?Da"^2�dec�t�A�ȩ(+ppiZ��C6��" t�.ZKT[% �$][2.3] - [):4] [V [:2]'�b.1ed�bc�e4";edFy*� �9%�#-� �ŵs c e eas�Ms: .Y�)�& � VŶ@4 O3� '"t4�(Y�EMA ~� up v.� �"� IO5don’Z"�eN�lui���& � -!MM#Aup+ �m6L(�Ax �SDK�7�#&�&�"�4b5QL �*�$J� **��ou�m^:Z+�=�4“A�”. AfQ*b �>�ix“& edE8T g >7 P�aOaOH4mt[}&iK�� |E(�7qmi��d��G���CMu� ->:@a!�s�^i|�-"7(M� V s sa�0so$$�I siliЏLny� �f &�$��!U�" �2� ba)QF �u�>�� �:]6�N �JF>�oa�ch�Qh�!�ZH FllfM�I�� �!#2K� . An*�'�idb� >te�����E[8 ��XC�n؝&�Y!WV��ed�Y�- r �$'.�g� 9�)s (� ed=Mit") `��1})�so�9�� �Ucsa�"����M����HFBF�:ion&�_��-�g_ ��a�A�*!E"["(!��-�"� ='l)9M &)I<!})�  C�FV*�m� �3eGof��+�-" 9a��job ##B� Job �du�B� � �M �Mg���u[ɏ]��?�� ofA�2�dIL�&(du�1t��t�f, i�&�����%�"�%`A�1��)�t^�� 1 y_)wor���)�I)`R�at1vG s� ~ ��lct"6 � , ra�-t�' 365,g �2M�J�)�c*g�v��!9�8UJt_ @aior.� �H max_�"j UR"�!'@'20[G��G�I  �s�hAir�I)#�mct �E1"E��F�B��r52�/9L��'&�31H ~;GE!n�3�(B^3�����to�em A��@I�� kickaj 365,tinct9� a�t � ��q�!� on ���b�!5�o�H off-w shelf ETL"Grg -�)& NforceQ�"dG9oa 5�r ]E `*�/UJ`B}P"���t�1 90h6us��a��id� 6(�rqI�q*I.l�r-���e�Fz�Qo exa�'EwJ � ��E�W$.(Ex(�7s� >D�A�+���H"9R�u����/�,g���&�,}�is known�A“>x�D $&B� I"�d%l1�C&�J�� z� featture data to the Online and Off <Feature Store,(�materialization time window starts with `fe>__'`^ end %|Tecton’s “current wall clock^,” at which� Z7 B��is enabled. - On incremental runs��!previounru �`:��t + batch_schedule`. !Backfill! I�M6\ )  only�es14 values that f!7!|in�:� !�-��. It automatically filters out unexpected>i as shown hf|`WHERE` clause below: ```sql -- �appli�is lQzTuser-provided transfor�Hon SELECT * FROM {)OM_view_62} � {�@stamp_field} >= {9�} ANDJ(< {endE�}�4 :::info TheI�E� of%M�isAklusiviHA;end ,A�x (. This mean-�a6i whose9� >(actly equal1<`�0` is not part6�.�( ## Efficiadrw4In many cases,�uA:Uas do {ne!�@o process all of !Dinput source's raw�}@. For example, a6�Jm�(a row-level>/e �eh�@Dmidnight every dayA�uldi_ look'�ev!#� -�0past 24 hours�d�-ntire 4Lhistory. By default,q�qbX!�aC$in a job'sB�IV.!�# Man!� C ing SomeQ5s requ�longer� back EEe� �. You ca%�u� \ for�1�%�5�ducv �}on eachA by !�`raging a `context` object���pas!�in̓6� func�c.F.y��Lya!�.#�� >N�!-!�� �<diagram��!:� C � W���M�:� D-�s9`)�d9i { 6Q,. <Tabs>  Item)yt="rift" label="Rift (pandas)">��0python from t�kD import Attribute,͡.R.1.types7F�J , StA�, Tim�� , Float64 ; date%^ n,%t delta @F�( �'s=[EaE s.unI�ed()],)a{ti*�D o�=True &mode=")"  z�=��(days=1) &1Yv=�(2020, 1 /o7 zX��_Ń=" � bs=[�5�("amt"5Z e], ) def�6_last�)&_amount(.9, m�):e df =I� 4 s[["!?_id", u�]]74return df[(df[. �Y c}� ) & B*<)q�)]�c </TaE�N�sparkU�S~�)�-c+����f�� _sqlM �������֡Mj f"""Ez USER_IDi�AMOUNT6 TIMESTAMP?K  {.1 J @A�TO_("{F�}")2[d 2 <^Aq.?! ``` ~�$_snowflakeu&�S SQL�Iy�5�5�5��9�9�9�9�9�9�9�9�9�as> � In� < where you read 1 a�-P i� ed�a�8, like a Glue tp or~ 2.on S3,[typlw�lso want � byB columns*� $Late Arriv^ Data *i r� job} Batch� Views� , immediately" ndp � � ёT period. To override t�` , se� e `� _delay`�ameter,�,is specified .f configurl(�`�_ "X referencG`�Ss' used!fI 2 ).6� dures how] )H wait afte, ~( befor;ing�U �to ens��A!?0 has landed. 21 if aJ� 1a1+1�`!�1��its ^�� has =�* �=1)` setE/ &%�B�Ax E�runAY401:00 UTC. Ifa$r upstream �E-!unpredice_iE� trig�:� �an API �8. Please follow�s� struU Duplica[� BehaviorA�� Whe-�a��&� ', it'. m�underst!rAEthe sys� handles d�%�' same� 0y ID/join key%�"J  combine!MXb�vartbaA�o � ; � a�,ether aggregJsHa.�a0target �e (g vs.� )�Non-AK5V�k�F{s�SI1�2i **euse2�**: --��s uniqu"���1!M +9B =B - %�5�s occurE� **q  writ:s**��entryA3!-ra� ��(:s"P3ies) - I)�-W%e, ~w p�h @ exis�H E0ife�U  greA�!>n d.,�2R ### z�R�.F-�E � tileH�5b9te�0deleted - New 1e�4be rolled up a�s�w�6#vj-}�rowe�.� A�double-c<�Afinal.� result!��y.�9 a TTL�ined,2���e�,happen for )�e�y8 �d TTL %�m$Ingest��iSm�,s pushed via�B/e/�E!6c.I�E�Ev always1s� Monitor��%y�s tool m %e�debug$du�~2?s�(Web UI, SDK�|CLI. M�@� �� ]��is avail� a�[�:�(][4]. <!--A<0ttier-ignore-�$ --> [1]:%# relaA docuF $ [1.5]: ./�ts/:�_a�,_flow.svg [2vM2.�!3~B4v!3z� etai4�vLV< (-->W # Re� ��CancelF��b� /Strategy"��%6�rY fail!�]i5dif t pol�s����2ureI�ai �yes x�,reasons suchL$WS spot in��cXe{reclaime�are�� &G ��Zwis�he� ց�et2i�5 minutp�expon��al �off ��sucdiv�O N�a�o���,%J- v!6ll�gp%�j %obeR ed `!)ed`aQ�Web UIe��s �,100 attempts�!4 14-qD!�O or 1:2o!*"� a� IM"� be adjusa�by� t�ng Sup� G J�T �)d%��6�!�`yU(in X1�)��a>� 0 ��MaZI�G)P � ��e  �!# rep�dly ���)��R. Af is stag� ey1 m-i: ��I�adyA�y%�{edA  (e.g.-�fix�Ac�4/!�),"� a v U ) job !� lickJ)\` butto5|A�s �@i � : !Force)T ADif� � %��Var�S � beenq:fu�sc��!GQ�}�: .s Siy{ YjobEsL2>2� Sp� !S �!-/ W�s�no>�ga�%��la�act si�Qmmessage:�I�A�.�-runn� �fulM�Although%� ��may have)jed �i�$scenarios &|@r| ac�� rang� rNr�� i� note� C�A�F�� cowted �s�ly� \"$ possible ��incorr� "Q @#*#. Howg!�is ope�is generr safe� on"K �!va�truɲ Your��"%e�!�didA&�!hany5� ; or% G2� �� &�e�$. (� :0 A_f�edIZ`.��� =False`��u�M�impA�of���plJ�p�Q�� Sm� ed� TMa �a+a�B�Ove� Z��D`m;`N:uK�Jan&�KA.U##q �QRm��q�a�c� a ` �ᓉNa's�-!Ninuou_ ��A� by c2�CSZ:�job. ! 2�<!oget!rked `�>Ή^Reque��`:cN$ Wita!X 1����� olyqed`$!!2�� refres�p�p o se�wis ch���� point�ŗ�AZopŬto ���> �L[ Tr� shoo:� !S� U"y!�mJ.���!�i7 pic� lai�$e*^ 2sA���5E/AT)� mBr!f �� o t��m.B� 3 re respon��  �G%u#\]�{22.�` �T� of=`**MANUAL_CANCELLATION**: ! indm�t'!��le��ut� a� opp�nd ly�Va��ile i�( s st� �ue c�$ be d� ( a mistake,a�be� �a@was tac �a)L **NON_CLOUD_FAILURE�!�! -�"� w�cen%r� iss�! �en�t?! le%�� r ,� O =is�� ! �j blema�tikcloud�ra�!itself (� ,o "� �s)>G%0a4ty of factors,�� &Error!�YJ efin�3sxyntax e,��w a� �!* �!A%^�� � missa�per o�*u mpat�( dependenc;]x pipe�+:U, ity�%n�Re limit�� insu"=(memory�#0* �)A` INSTa8_ALLOCe<.jInFI� allo�de�the cl� r. Ofm  �$]�t�wEA �2A� AZ(s~e�n!c Tips�Re �log� �aV!�tain 'A�"�ab!�MyS�,� help pin�%I�. AEg throY L�D�)interfac�**Che-he2�wE�a�Ee Uev no-��2N$Uס�e�^A/I�A�.!9Investig;0Q|�C�rmFa��'Am6zndive�W�; �to�^��A � uti�.�IV .�^ su{t� J*Mz�*:U du�!�execu���(� -�| �ȉ�rem�Wun_lvf ; ;e fur!� ass��nEA�Add%�alu�6UQ�:��P:@% a(�| Sq� Ani�E w ��~ Vs at [2��](https://docs.aws.amazon.com/AWSEC2/�4st/UserGuide/u�*-I-js.html) � �� m�+e�-i simila"�.�.a��E� yourq�&% �AH!("limage-20220615-160011.png)  �(quickly navm;o%nM| s by�xE+/� w�,6| “� %1tabAlleft-` panel��earchiB [ e�` eiEh"� or� !�<## Scop� �/o� brick4d EMR customer!� � = ^�m+b",-�� ot EC2��to RQ .I�U tend1 be m�cheap ,_on-demand_ 2c,� �ARPA:ѨI�� n cer�reg� !T�V s��.-i��rmca� since1!@ JRRt“softA!�%�recH'>��"��KeB.�u�-aS >���ay hQG �-� �,at said, som),A>64 isn’t�l� s!�al�/A�upI a� ,��heavy.�. W� ve!e��"pr�!��#$cularly ac� !�aN(`us-east-1`-�� m5.xl� m5.2 9Ra s�b]�v�0pop{C��l�Z To��lvgi� H: 1. **Wait until�2wagom!\Q�** . SEZ!�/�( &%�!cn de�a>Lu6m�E�%�GN%�fA-3isM~.�C>ŭ�%9.**��B,4 a� �uC. pf ��)$%��J#�bi6o�d V � w$!�Xh5�Ayd�R�e�!b�I:���+�, number.3RnodA* par8%a@::�I�.�!�.� �/�"or sen�AIoi� u , w�gYexami� %�$`first_on_�=E� `Qp_.=`�rnd)A�taJ1���in }^�b--- �bar_po�on: 2  � 1m'@themeB.s'; � /14 # ';H!Ngly : ���7ground6p'1|>�f8 2� �coa]C�1� �"*� . -#&eam2)d5sol P-"%edB�via a*#%��B)�b�2l%�5"� *�method22 �SDK�#heAirq�r~n�Oext O"A6Ua��v>�]o><>�E�ea���e README�)a�x [�j` po&� github� W3-ai/a �- u::v7Disab� Qd-'� �Fa2�G `b�)_-�=EM��.M��7 n)MIQ��,-; nf��k�-iB�!�.>.M�>�]Pbe">"�>��c�'d=�or1�P":�#�-"�`7`*�$_9val` mus�&dP�OoB?,� ��M� *)*J'�9te]���#am�-/�&, )!�B3H �!%Bbe��a� b��M �)� . n;>�NZdbe managA�y �> �1 5+*�>kM*%*���a8at�^�)se_%o���tra�lsbut do�$+a`B�w0> APIX # Ei:�6r���a�I�>J"�7>�7k12x1ʝ4, F�=ed),"�'e,1)}��4fraud.%"7!&�7�5. !T_s.t_=+!�"�H._E� ?�6(�d�7�\��R+8Int32��7 ��7�=.�7J�7N�*�,dJ�7s.y7�*e(input_� =�8("=$", �),"�="")_w:F|�7�n�n30�o�o9o-��&?=*28,� �" x*A9��^�92, 5, �9descri� ="&.� totalsF+� ex+���(dows, upA�k ily. �e�|^�, # Use�;��s *�9]E_E1s(s�9.[2y] = 1%=$72+[.�9",:�9T63 >B�_9&= >zQ<)$1�|��L<M=�T����������>:�����������������������ߍ�~�;�_id�1� ��6���s�#��;"""FN> n"�, �G' >-&6ed2+ s�':m ? c �W_RX_ <U �  6S c�1� �A� a betw�(`���.�F��� �"� ma�7oVUor �T���elligen� � �@ un&� �ta�+s���_ _�'Z hC5re � b�##1]SDK�%��� ing,L��� � N:n-�S�0.w�r ve2IE$H �E. S�� z��  2  �!"F9� ��2z�� ��> h%os� 1�B� "�K� es� %y new>q�Ge `-1_:�_job()`�e ws�����&�%Q9&=$�Fa�!�i�:�l�*d" ��� s a �id� fi~t w�Ll-�0cd �r step!dToy��lq�d �)zi� mmA�a�4one-off�uC ȍ.�J�ur�M�. Not�at%2 may �<breakz3 �[ to multipm� . D>reg�&+s ԁ�Y=�.�a'tlanedF�0�I9��%e most��I�M#io�Ic��5tL)�Hat �<E�l� "mT[U$e�9 �n:f.�K�be�/ly diviK!�)Ml�%v�Kha�)� qM� V�. Also,.�N  alig�b%%�|�valA�at is2> % <,�> UeU$ `0�:�Here'�NAo�Fa�A�>M�;nrs aU a�QN.�H� %��� fv�F�HT.get_workspace("prod")m� ("userJ� ")a� _id = fv. �Ru }Y 27H6���J#2/~)) � "!^AӁ�k&�'on A�>)]%�^'i|�qt#%�Hstatuf� a dow�eamq� oa_ ra9��l�Q� g*�Y/{�N he `]?_foVZ��Z+*�!)�Z0N",o;dD'!=:IA��pr�b� AQb=ve0�0gpol� ��2-)�"!> `Au:�6�aj`I+e*4�fJob clas�F�&s "w&%J zM d �:�0 if `&� c�I<te=="SUCCESS".` EU]-!+R�#&�" J/x.:��= 0Rjoai=�OE]} l3%��0�be ��72%.�$�%�ll�*� =2�+0_REQUESTED`. �� v%(�$synchronou3*o�+a=Ew� "� Qwfo\& � K�r�2_rɜa&3!�>� �LY��%�0!��+�T>=A�6����? %l� "�*AKC: �It"lapM�2�� (�a �&2,ND.� V writ2w �� �>�to�<.w(et�RIr_� store_�^_!�%.�>|  re nant+�3N� ��!!9==+� ��N���(� n�>.)az t,kn't alre8e�?S.l5&�VARain�>�.I�@O6L 80uh�@ st��S�@� n�^ to w ��.� �2� �a `ttl`Q %�nA�.=- )�z�&%��ia !� �� a�b� tl �.�5�0q �5�#�5qEA�dE?z�5. 2�2r6���5. ��5�L!C�+g�/:^�VU-Ba�D2 ���5�� ��a�22A g2�ᛥ�Lba~Y!Lut� �&]#�%Cbe Fo�$ �/�T�at:) lis�cM�&�7tf' . |U Plat4. | Si �$-8 O"U�~| C�)��| | -. :����%��&!.| `M4ik`6 Json>  | 'G | `EM61'`  #JN6\&^P|5�$ed����| Compa� �4\i��(6J,3-Z�d m�D flex}1 �8&ci�>Q� Ey a w+GB=of��u{4seM"�� ���:sL>\�h"�( `er�(�&Y 74��CPU!� �3 �I ?,U � versZ t�%x+WN+�X� a�@ . A�,a�a2%2#�7(}WJ��Z �N�^!0..b�X...�2=y�Bo2json=my_G)Z ��%�JSON s�Y!��.�0:1��"u �= ��.�_1(�� ...\�r!��oU\s:��A�o�3ab� �ma��10 E �"[dubmit }!� j!�o au,wi�Qt*t�d (IA^ of a6!"�$n� � ���)t�8�>%)�;�.Q� e��B�OE��+ � ten. U"kE.� e bo� orig�JtX! �d2�:>+)��%�M 9(c &�se�Cdf!be*�) rI EMJP ] ��izem�&� E�%� �&� ��inz� and V��Z�^d"�(toA�/Y� excep�5Q�!��R�0tD�das��&��17_4&��6�<� [EMR&^*N5 emr/% /APIR? /Wel�/�4 or [�:R� U�* api/�n /intro�K)� d.�J �e�0A5�6�.�.�3 �����l>��NeQ [Runs Se�v� dev-bL� 2.0/G*%?�4�^=&Z`=0&sortby=_score&orderBy=A�&x,No=1&*_!�s=%5B%5D&uid=7dc8d13f-90bb-11e9-98a5-06d762ad9a62&rN�sPerPage=10&exactPhrase=&withOneOrMor ,outTheWords=�Siz9languEen&$=1&suCaseC�=fSC#c.-�) endpn@!�Av6ts!� 2.0A�pro�`^e#S\a& *B$!]���on_.THav�K>��P.���orm���BQ` [�*�4�'�'�'�'�'2C-k+ure) ��.Q�&`new_�A`e�� �S/ s;a�!re�6t�:]> EL};�d�2a ` 0,book_task`. 7M  � huch as `� _jar ,�`_  , 'i"A� `�< �C��,,S �ridde�d�"�N�th6iV% dA.ųE�!,�d�8�@(: `run_name�-| _log Y�!:J� L "=$": "orch-<!�2�]>NPid>-<YOUR_TASK_TYPE>_ A!�Y" >N_ >", "]j": { -  ">�  "s3  "de�T�s3:// �bucket>/�? �x \ "�9: 5deploy�Q_ >"*} } }�otY�� " pathL�<u=!�>BR9.pyZ*"O0_�= a ": $ N�� �[-��Byc�9 } } ">U�A�T�g"0U��Z�� ����.�J`�!_�+s`: a``I� ".": DeEO!�{YA�D%Rnal 2[ �_v<e/<commit_hash>/ coll�r_�$_v2_esr.sh%� �� +}�e%�- `< _tags`&�2.� �"aA. D�k5�� slZ]Zs *�,�<"Y$� �4�w�"C!ag� ��q "�j�keyaG ���f� "EI"i�:(>A� } /5� U�-owned5|RbM�@��-a�JG � %i��V2�bV2���[��bY#�W"2 bV"2U 2��!B��u� .sql.s��MmGU csEnodA'%�I 2 $.!?� '${l .app}4*.sink sd.prefix1/V% host#0.V%�'5V!uniFsecondsV%�3D 3031"�D.jvm.+ "(org.apache.�5 -Jvmk4G��H. StatsdSin5 m1W�i F�_C2ii�A4��R$_env_vars`C � � iib.!s l >3s+ IJbdAWS_STS_REGIONAL_ENDPOINTS�%a�i"TECTQK$USTER_NAME' �B.�libra�2�� v� �����ic)�&3F"�J Mavei0PyPI packag{ � %n` :�%k>�irna@xJ�w� m e dynamic�JSsoE� �n-p !*)�t��O�j ion"b keep��&� �p>'W mindE@ - **�tiA�G"`Ia�I�;  adZXz7l�!���=R�Ame (DBR)"��)'Yin\ r environ� . ��LifecyclIEacVq::.s&-7;$r �� �P�B tartB� Igq�?s9u)D�freshiedr:� 5Cj,ja7 b µ  udfs-�-3.d�>T:�}F}~ -T -�T��whl��J�_:�-s-py3-nV, any.{).�~(^;]�Q����#&\*dB~ A�sa��K K Nex�<�aU(includ�D&���a�aB )a', .�c3bH� ,OF@ ��highl�v/<d�_sq( <summary>Q*5� 9jBRu</E � � $ B� j num� era�0.D _�Aw<11.3.x-scala2.12@node_�� : "m5.. aws_aztb�"ebs_v�j @=HGENERAL_PURPOSE_SSD H 20I9 ": 1 �6sizM10 �68P(_profile_ar�0arn:aws:iam::ac\ _id:.ce�z5/! -rol� "5.AG� SPOT�zon1DmC �R( 5 &� st_� 8*� , %��"] -���"� .serviceer.�1�*X 9Phadoop.fs.s3a.acl.def�x1B� OwnerFull"Oro= C� ozs."].u2'Mod!�"� �.���-��PleNC)2ulegacyt quetKS.RebasxInRea�CORRECTE]�)9�:Hint96�EBEW�(�b�ma�#MS l[*]>�-� hive a�r4.glue.catalogi�A�]�>GQJJKC JB9E�Q�%=F� S $ST_ENV_VAR� IGNORE_ME A�!�J.�N.���<.ai.public/jars/";r,-jdbc-3.13.6����}�2 </��2���F&�e (�'� sN���)` is�ܹ���������������//9�-, E�V�2���� R�i_to }�o .q us-west-2iVA� �5�U"f2;�5r���o�:"��[v� �e� 6nen�gZk2k�7: "�& �E rC'Z�Nc:�Rjfv$ -<e��.�"�:�.啢H-�6�.O\blair�T2�R�%sbfv�Sd"�RQʥ"�VQb-1�-M2�Qgq���L -o�BK�����q-) �� � �� � �W * �= J��8�@ 2��y2� s�*4�, �.B'V0B'F2B#V4B'J6 $y �8 I �#sd�:5�.<�>__24/.t���Ii�_ q�2Y2T�� RB�2r�� 2�&�h "�3 ��/ Js/bot@" B >� f���z� uR��a�F�!1�-%�-BATCH_U\$.12.28.00:-2!)?� v I*2w1�& 2� 12>)��{nN�Lj[_�R� ]NW:4)EMR:-)"�@�Cu4�4ed 5���?�5iiv�!"�!�Ge'JobFlow�Zei Dv#^�?%�<EMR&�c"`p.r-^7Z~+a/�,.�& aBM-j (Z� /* � r �R(:M`^J+API_RuSM*#6_!J estP"�*FF/&���%q��~�-�il�|Label`I�sSy Role � hs�ra Sk1We{Z!!�Q ;>�v�:4)�zA�Mx P�� V�1in�"� } *o "E s�gsF�?A�M� -6.XQsJ3.7�h?�#�/42&C0 x 3.9+I�l�=in \�b]�`(3:sun8m��X7�A�1.3qGE. T5>�Dan8#8eO �/: **Ad�.*�N-$ BootstrapZs��-X��a_�9�.**��pr�:ly�+�� �Be ��o� �.���h**;`**�AL �T}st1s/> PyPiA2S3�"5��Ye! t�w +�~/ctN�. z-�Z PATHEv["A=��)q-to Q�0NP O � =h`/etc/*�`A>9�)s!zp �P-T"3 (�9),�-`� Br toK==f��"J#+ Q�c7HlKkfl!c� �tarball� E(�|a� 6.X,��� -03.9.13  `s�)3*�-Ys��-6.X/ , D.tar.gz! -x7�xBx7^x�!��- �k �"� "J "UA�3"$ "Nam!�Vll^"� $ "Script:U"B "P�*�w1�)w_-�.2�(|Arg2� �eemb�S #) e   Z$ :::tipNir,e�m5;m� � s%��7�7cs �3�3M P�/�(K- M�M�@N+� 2. **SetɃ :r �G�%->s"u|`2; s` K�aH� 6.py�.I� />drTl"&j��l:Q��s��6�K$� �$_Pn:b���� ;.��4P�4F)�d�. B%U�:�+&3$B ropr�8)1i9�m&�qvE��pbU6V^SCvH"_{P%h5�2YP-ti2� 6:�N/usr/� /opt��- � /bin 3.9.k"(1�2��Y!� � :/*� s�2�2R799 !/A��* �w�&f���Lx “� ”: �("0” -r/LogUri` ��ConVR.EZ�/b" 7!{�2 cr�1tQl�()o�'dt�l&O d�K�r o��".C]�*Q!�H� ��nA\*iv."_.R(�=�Q Livy(EwAbŋ2\��1��1zX#���xR��0 K"�0��it&"� )��)�5cJ-iVc��' emr_:�:�1&�� 6�6����� ( E#A)E'� D{a JAR6x\ �v:�u^u��_ b�`�`Z�9K4�tYt�-T<&:"�0{%=��  of!�����d&�6a:/home/�/extra�"*`nx�(` BL F r- `6�`k 're �O qm 6.5�e�e�_I _s3�l�lElV��svs-�B�,���Y� lr4�yRy6��1�+�XaA:�� y� �h������� _"� ����2�����������(`pyarrow==5�5��’�������Vt pypi�����]"6g"J�} S]Zq A)0t�3�� _�irv�(8.��"� On�zur* DTERMINATE_JOB_FLOW-D Jar�*<6��"J�2y and-Wer4#"C e-őr-ZN& - A %� :�P5OV�k7w�+c�u*�Y&�X�W�P&��0'� arguo4&�C_A`�4�0�6+1"W""� �]6���`--p6`n O`--�kR�"W �:~B5nA�LZ�C�7.0^�V���5�� 6-d�";"9A:+.:hudi:b403.1.2-bundle_^ :0.10.1,>:::-�0ql-kafka-0-10 23.1 com.qubolk:.1inesis .1.2.0_ N(3.0,xerces:  Impl:2.8.@;"I>�^ >(�e"e:h_� �A"--:/K�amB���:Tf"F�A�X J��<>&O""-I' -ses�O>6*�:2�*�r�;��+ �/�w�k�N+�BPy]i�9a1b�E~p��p:�:, 2`orpy-�3s`,ĉ &��K`A `�L�V� �)r`��R�>�N?-�v{6�b�V���F|^xVc�_�_�_F[�W"--3-�)5�maxRe*��K4G.)^; *O3caseS�{In*f5(=NEVER_INFE2�bS��er=>��*�er.KryoS+��� .loge.c'=io �/0age.DynamoDBL (�Z!�4�@_ J�qm6lta1�4�m �>�.�=!�J0@=&n1��f�ql.extAon.Vql �oS��E).Z�Rd �(6�F>m^�J`�$.���>{ P�"�.�Fp:�"�:~���������� 6qR� `&B�M - "�L-m�Dyarn-env / �`livypl"�sBHdu�2�keys ̎&W,�H.|L6�"�"� � �rJS...�1 :_�VA��aZs�&/"|-�;F�TF n.�-[�= A["��J<Qu(J655�UJY��r6� J[.�6�.c:�"��E�NH��. ��E)| ^u... #e�JPi�MSn�.S^O2���1B�0^�1B)N�1B%^�1B)R�1 &��1�1 Ki&�I�A]B" -� J*�Hm1��en���������������+n�-�:�q�J��.�.�.�.�. �[Vah�,or Iceberg cg@ aqIr met�@Q0ay �n7 `_ -sit" f�B- aV# TagV� nNQ�F(Q��6 ��a;V6LQ_# on "�5 ��Ir"Kn;Q"V���JhifM, �"M�w&3QJo<f8W..-? � #)�PbN2 m�>NF? vSB]<>Q!��>Z<>N MQ�### Atta���gL����^>�4s �Downloax "�(*k"KO�(%&-��[z(�m1 do�. so e��M a boJ0�.a�a�|jP�p]Rz�v>Ci}B"Ai� "t:�o.�-eu),� u�a%NaM�)��?1 ,36W!�)&/*` di��a �-E�0P�vc�v�eS�(��� (protobuf maVO�qlAUR��1�%RJ�c/��m!M�L/�&&�&>}:gmHfMJ� -�BV �.google�>%:1$-java:3.226�F�:�.�>��2s60<d,�9!O6�y�,�� � �L+�46��4)�a=M��hwza�w%�(Ft=Pi.�Ea v�' ��L��L��L"'G�&�\�N�(�*<^�LRel"L7��09MO1��"�Group�� Fleet� �c<$|�s CORE]m"T�tOnDe CzUit L"|L % Spot!"�L�f6.���1�r4���,"BidPriceAsPvn2�Of�GM&+M F��j e)m?����2?MA4U��A�A�A�A1A%_T,"Ec2SubnetIdE"s-��net_a߇>b"@mrM�MLSecurityeA/sg LgaN"8Slavez7b-�"�:A�z5�M"A"�VJ�� �(F�'2@F�i�Q�J� �e ��o.=k": �f` JR!n6 v&�&&Jr�B�K�.Hoodie�* 6O �e�!�� 5�"s .clU�.H�y&T ɝh<g*iN=AWSE��L�y/CSF��/a -5+>�.bv�N^��B!�:P��E�JJBHf�P�G�!�&OPe� ��j3AMUFxi�j.E] �H�H:{��� e\-f�&�&�&�&n&y�jE��Q�J��gQ�^A"TE6�R VALU�R � �zB� "f�;�"� ,�,90��;6�2��Gsh�t/�M"�,.f.2�;F+"�sb T*�=E/i"kS&-2�=X$_<&�S2�nQn��V�S"� e�X� FR�>n-]+��`B`ftZn"J $he-sedona":��T!@"�*>i/BET7mb+�J )CONTINU&� bx$>�� �|$*ij�*^��!���%Z� N�&�+e9f�)6.��E� �#�"--�+or-6w64.�" /b&� � ��Na�6r2l)^�;N��!�&Fz�J&W^^��FG!� -job-�:&�[� 2'�O&i AmiIdM �-AMI-ID"N�I&�]"��XFXEMR^�/.�M�I ���m!PpSJ@L 1.02>@L":�;.n�U2�tL��������������������������������r�s&�2?��J� Z�3~�:�3n����֦�2��:J��� �� �� �� �� �� �� n� 2Y� ZN�� . ��3��3��3Jj,2� * ?6� -� &� � $ 2=->�,^/-( :-F1->k-�-� "-6��- :�3~ - 5_bf>�X2���:� )D2.Y�J��^n63~�� �� b� V� *~(������Z�j�:L3A���IjN3eK^?O��R3vW"+3J�2fV3v]�t�*^ i=dW3i> FN29E#3�3��<��3"�3rq Ϫ�3�Nj�3rO!�&�*5r�6��`�`�`.i3%0e�-bG:^�^�A"=2D�r"�J�&o B_iQV2�5���B�N�Z�� I,�R�R�R�R�R�R��f�QeV�.�H��U6�R!�r@ F�Uj�I�_>� r#tR B��G^F¯r;^f�/n�I�=R�)n-v}I�6�d�>O��Q��t9� �� ��RRBg���mi�d"�$ Info=(bF!|�"�NN�#�OOoR�i�^�RJhF�!ɺ5hC >"d:W���Z%&Z%K �n#�n#Bn#&� ���%��%� ��%�%�Pt�� !�F ��&ayv�| |:QBu%J.%qH:�e&�I��s�a<�a< _6=j:�E a�F�F�!w��$��$��$��$n�$E���%��%��%��%��%��%��%V�%y�/N���>��>�%�%&% 2�y�i� Y 6�"6 2R���^=5OF[1i:~ B�=V��:?��>��>��>��>��>��>9�X/B( ��)6�)��<B�<BRwqP� �Z11Jl�Ej>� HJL�y�y�y�y.y�\2��$� �~&�~&�2��^.>*< r > *�<fv_id" },{X "Key": "tecton-owned" # "Valuerue�@,cluster-nameJG dev-blair�L0_feature_viewJLtest_bfv�K$deploymentJI��workspacN�emr-1��,-accessible:} shar~v�@ ] // highlight-end } ``` </details> ## Migrating Simple Cl%�d Config Objects to Custom V! To mMe s K-� c KoKc KV!�, follow these steps. For each F)� Vie$at usesvu0: 1. ReplaceYv/ with newV�a ��. 2. As needed, update `batch_compute` and/or `streamin your�YA� decla!�on!{us �b��3. In�Te�( CLI, run `i� apply`W �,changes. Theg�)�u �will be�,d for any fuay� jobs.# Pin Databricks or EMR Runtimes ## Over�8 By default, a�,materializat!Q&%�$a specificX(release or uR n, which -�s �5 v��s �online s�,ng and train datafram!$0Periodically,�upgrades%| �� �/f� on^�s,9�the la��( security pAhes�stabilfix�TeA�Dmay include Spark 0. Dependenci- relpd libraries/software (such as F/PyN) (tied to the�A� vers!�used by�of1KyouL �G��ing. �xample5u1.1Lsk6.9.1V-~,. You can see@( correspond!� listv supported�IA� SieQ$ [AWS docu�E��](https://docs.aws.amazon.com/emr/l%�/RI�Guide-M-A�Honents.html). Thus,E�m� 1.1,%)B��-}H is 3.3.0. SimilarA�A�J@14.3.x-scala2.12,%s!*fiA�he1 uU - 2N [h � Notes:%aI�)%n/1 n./ri�/index1 **S5�.i -,s:** - 10.4.� - D�b% -S 0.6, 0.7,e80.8<16f<9, 1.0182.2Bt Available!,u 8.5+2!�=~j^222:�j29.425J Vd9.22+% 1.0.16+6naVi�1g�a0 - 1�Rl60 = 12.02V�-*,7.0z+6+J$Kinesis-ba�]St�j�Y-Ds do not currentlyqS�7.0 --����@added soon. Rarea\ exis���$nsform� logic�� ined]Mina�at� ia�I��.M prevent> (t�M occur due�$�uɆ/y$ m$),��to downų ~if an��Khas hr� you �'eQ�$to overrid�j����m���� , pe" %�E�� TaJ. <ri��iW's�l� ��s � ��q (s (in order�Z8hierarchy, 1 be�2�V $est level)Y ��  Repo.yamlATInAFi�to pinWR�� he&�� M��p͋ 6  rm fil!�atI%be� �pentir 2sitory.6 q��f-)f SDK�id!�z�  at:J In6c (%�!�in%'s�� y � EM�U is�, sett1�pa� ter�� tA` beu o a*L �  � EMR:� . |/ >�| P�A8 Set | | -�> FTi`@� / d` |B� /� 60|*� X` .-�%�VRa If us!�a `��2�` ,!�E�`dbr_M�`Y. �:#� muste0 id6 � .6|>JuemVu�� Look� �@ 66  Wa� commend lN1�Y 9 A� if��rm� tr.�sX 1Bn~ preca� -�s checkL&c�JARs youaW�s���Mis [page& Xspark.apache.org/news/)�S$tains linkΡ 6� for )1-��0� 8i�sh@6) �;ia� �P J of}�Ѧ��EMR, = ectively:q .� � �z� �:� s� b �  his�� (EMR)9U� Q"� Qq#��c� M  Python1*� �s 6.X� V2!x3.7.�U plan!� sunset"w � o3.7��SDKz 1.3, w!hqzaQ$Z�to 3.9&d�is_.`p�0 �0�kb� . C[ "�A i� �My�-� 13 (�,3_9_13`) - R� ed -"��(` �,UaD _ so�N 1ơ4� [her}��_� M�B� %���ic�in"? �ha�e �i�%�-��)b 6I�A� 6.12� )S . EA: ``-` J�(..., ���� ute=>�(��=�u.0", 6C=" )�"))A� my�():�  pass� ��Z�{ also�v- denq a � 5 �� `" `":Zall BH"� � �&E?associ�$ L { �2\.y. .w)l �s�)]�vW �_:_�^: B-� = kind:A2%c` instance_type: m5.xlargA� number_of�ers: k-�m<:)� ^]: M!�{F ure Jobq�%h0Rift When de  F��aN�  H*7 e_ `)l-** I$!� `;q �` "� T�&"� ��1J !J. �ijobA 9�e�z_ offn ��+"� �o �  [EC26r��>tc2/�-�s/):m�.� fromMp imMT.�,%U= R2E2i=:S #�E�="m5.2I�u)X�� �-.��6return)Af �IM� Type R���D"� Model�i�Credits!�sumed�h����%� s va d7A�on rB mhD: ### Hybrid SaaS�M�arune A+**�<ontrol Plane** (.H&� ), i L-optimiz� i�� �sLed .�,I  [J6O*� www.��.aiVs`# Standard Virtual Privat"69�f wer�9�j[ N%[sam�@ A%)  N ��% � 2o= 9� -Q�i�a�To under�d��I=�% � organ� Z[Archi�ure.�'�Environ�Ei!� e0ort PublicPrew�he d.�4 Tabs +'@theme/';�MTabItemB#'; <!--�Xttier-ignore-start--> <6�/>Z1end/ 2�q�-h���iso �� e= w �āFn��AexecutedifVe�� Benkd�requir�.�� he `�4` field -- hav�caU& ensurA"�2��jV�reliably� p�cy�k be� as a� viaE� ���A1N� on ab orN�.m�creat �ZX,�ai!�s"4 ed �2]. I �<>has ad�ala~", � e a ��� .` �qFx }paVs�%KofJG��a�a�A�mon�:� packag1�IPBgE|!B� ]�Exidf by a�Ea �  A e A� 2s0 a"� �2gn~.(.|��e59dVb�B�/�-c�P1.1.0\,| 2025-01-23uL/ra� 40.13` /4-11-07z/c^4-09-16j/0.9.9�4-06-25z/72/1~/5/ 5-24z^.� 4-01 /���t !���a�-�B]!.�2`. Here�8aU�iI��!1�-�%�U : <�s>r D<summary> ResolvedVu�E�NT</9: annot� 須==0.7.0 asn1crypto==1.5.1 attrs==24mD beautifulsoup4==4�3 boto32 36.1�tcachetools==5.5.0 certifi==202D14 cf<1.17.1 charset-ng$lizer==3.4`lick==8.1.8 cloudpickle==�$1 colorama� 4.6 �$graphy==44_ db-d s�,.1 deltalake7(18.2 duckdb 1.2 excep�group 2.2 {lo�3.1�fs��,0 google-api%��4uth3!~ ,� -bigquery�2b-storag XB&)�2%82]619�crc32c�6resum��-media�7.2 P apis� mon-proto%R6? rpciEH6� -health-pingl reflron>statu ^0 idna!10 ini��jinja2 .5 jmespa!g� lxmlA�3.0 mark-it-p%k@upsafeD 0.2 mdurlE mh3A 0.1 mypy-E� -gluQ�0 numP1.26.4 i��24.2 p' aV.2.3 �I70aO1 a� ulum�qpex 28ipm�1 platIdia�4 6 pluggy!=ah@prometheus-client�21<!�-pl)S2 -tobufa�825.5 psutil==6.2sycopg!2� -binaM�y-!�A yr88.0 pyarrow==15%S -hotfix&6sn1 �y-modula��!1 pycp�r% 2 pydantiau.10� U�2A�pyg 619Hicebergo%Z yjwt!� pyopenssl-n�x%�3.2Bpik�h8.9 py�%��3% ?-()E$2.9.0.postKhOE2�� pytz�8�tz8# �P!�A�,readerwriter�A�9 redsh��nn� %$a| est�3Atrich==13@" rsa!� 9 s3?!]0.1!� sche!�AR��scram�4.5 sem%}-J -?0 setup��75Es!��0 snowf�o-c�-sA_1AJ# E"eV 0 so�%coHea��upsiev�6 sql-j0.5.3 �Isd�!Zstrict)^1.7.3 E�1.0rc0 -�! nacity==!�)rm�!aR textP 5�� toml��E@ kie� 13.2 tqdm�6���guardLB$ ing-extenU's,�$ ]-�^tzloca��2 urllib�26.20 uvA� 4.30 whee��4��yaspi%��=,<6<,b s F pipe�X�lyv y Aty h ird-party*f&(to help fac�"7I��{ s. W�+�  r� H e�*? s 'u 2� Y � Ra2J7gpro�-Y h� ".j� a'�,�1.g����� .txt�!4"Cr "FR"c �| �!S�2�R�tDJ[nam���`�%ir�` File� 's*"IJ+ p0bKferenc)fT  tutoria$```a # PyPI" mm[� :N]aF��i�6�1 fuzzywA�018.0 # extra9�y)��use-case� :::�  ��Bojoor�&N��+h�$:�mt Q�"[� V�`&� pypiApro�/s)1<- tIP6-��A�o� **R� im6Fs**D **I.t APIN**,�+>1f�1���*/>�A�a J�EI|vL� #h`1"- aligrix" both��.E' Before�� MU�&� run y.!a � -W�---.Y / /to/.�E`!�"~ fullFn��q�Mv��3�! verif�-�"~0� q.(re present.)!�&at��%now�!�e;rs `y�`  s).1 5�"#��p�  #�x-us-.J� B-rB�~L ��� O,e"thow-�d�U ies,�(��'aM =kE#�w�V."\����W�2�in (Ynu?2Rr E` L!an� ```bash $� / -�5 "my-I�D-env-1-1" --descri "My��"-3��f� 💡)�e.�'Bz'���+ s: ✅ �� ift��',�� ⏳ Ir2���.�7a% "*h x86_648iso1$take a few�1onds.�Successa� e�6E �Downloae� �3~a�� Up7�res- BA&p YS3�� MA�gJ$: 100%|█��2@| 9/9 [01:44<00:0�/ 1.62s/it]Fwu%#>we�rgetj �Id N�6D}>�S� M:#5�/ m� Tr�'� d At =���h 4d9ae95a46373b06a8f0b9ae11 7c B B~ CUSTOM!READY +"NJ�K801 00:51:43 UTCA: K Us��.�i .� "�4�6�p2�� 8.)8 &" �*�&NC.��,i2� � 2� i7��.��� &�z.`6y 0.1`.� $"k%X�_sources+product  (�t�6�! $ �  Attribute�%�X$.1.�7Float64,�4ing, Timestampn�! �=[ � �]�!�  !="��!q n_�=" ! �s=[�P�("� "�;"+s6ity_s",�V0� ial_�8 ���=: 0.1""�"o; heesecake_(�df'E+&' 1��^�^( = "Mocha CZH Fudge Brownie Barso=g[F] =2!-%a]./;(lambd6:�.?!(%A~s�)�( 6NarVT�wUF�YR�8 -$�df�� DeleK �� A� .�d3d"� CLI*O&m�] 1"i t :� failf �x.6��r- �3<:�H .HG Usagx8 & FAQs��#.W-Th�'$Admin ro�7s&� to� � �"� 2�F� .�+Q�s uld ,unique acrosH �4-@��d%c only�+� let�2,� s, hyphen�/J#a�s�=� �!h� su-8ce asynchronous�6typ�<!Z$2-10 minutF<A!"�� in `�E`}<tus b iU'%�--Q0 ts ,with �2c get`$$#�FAQ: How�-I#&� = u� errors du��2S� ion?-�se%gb�by�& flicn )Q� ���.� }�  � � 2�`%�mk Aev�5A�: #of6|A�� A.G8�Dic  - "��0"� %�|Z�"g3 .whl � *�  +d !�(o@ A�ac�0)1o.vant O 1k�x862T ��� [pex* ex.the�.io/en{= buil< %c=#)$y<.��$�@?to gener��:�=Cset. T>(Wo+ i�lc{ !�s�AMJrJ- -H boseG J c�37�2 �2� my -�}�e Rua�J��b!oto"X inpu�&�� wellJ-I� 6�A>.�.��'Cost O�)I̅.M  AU backbon�,�ׁ� ML systemI?eF��s�(deliver perPnce�3&my, A�8cost-efficiency! drivq$ximum bw-esQ act.�%$is enginee�&���BtAQ gic focusa �*�, empowe�� )��!�ca�9eir��2a{) out � ss�ope �%ex���-doc give�i D0��"|A'! lti-face6approach�$infrastrucV) �s�'!��anJ7ltiOFN;s`magnitud� 6J%spa!0to na�ETL so��s<'other 9����C1��6" d O�C St�SeO -�'s seaml%� nteg):)�b� DynamoDB ARed�s2Vs �&�SB]�M�w=rcE! �hs. ByO&ownus)� s�eM2�H( per-.�� is, �%M?s team� choo m�!� -effW!veE~o'orqir�D2~�G6v T�" volumEUd S1� a�siz5FA$be sign�a�? chea> than)d.\)�l?�y=2n%��Q h( scenarios, Fn prov!�subl,� %A�ing!�Yy�. -�o3 Bsner{))EcJ:, e� iF�oI �) 4((p99, p999)xflexi�x�:cru>,�QEPal2 �?vary d�$t� I�o� 4%acMG stice����caۭ$ retrievalNF tern.ma0l&SS9� aB�.�,�# .yq �Di�Q�Caching��e [M�S�G%*�16y/blog/A�De- �-�G-at-low-E���-|&��m{e-lear�/)/!u�ba�2Iaat��� al-����%��a�Cs.�Haccele�Rng &tra�O,AJ-cardinaskey�;up��d reduc73Ag ute ��rrepeti�:E�lex1�e"�!�-S2K min1��e�z�} ��a"�5%U7b ��3 s�R!��6�rG�F� %�UK g1G�!M��## Ti�1�.��"t$"J%q����eh52�� handl\%�� �CsdD�ilZ �h a middle (n� tweenF � %h�# aggreg%�s� �u�6#� �Horg �,Nng ��steadA��s�adE�. �}6�im��Kkeyn m> Ki�! Re!ա�>�� MIw�1� r4s �ab-windo6M��: -)C!��/A�agasts. A��ed��lan{!i' x�A17 on E� � *F2%�A�-�4 2t�4it!��g�! in P&Z :!eMi:�M�=I��=RA's ��^l/s e�d�')`�9<!� �L, a�"!b an unlimi� 9=��H�#toe:�a 'le 2c3 View�vo�E� dupl�"�-�Ahe 1�footpri GndB�IDBulk Load Backfill�%�.�UvJa b7�T capa�A�.5e S� is鑁) -��� �> anE� up!1100x h �.d � d�F2� S* �LmN� � s�7 � )9Smart R.5G� a32T2; by dhnguis�� b���%E�!"perma�L��3.�8� %v9every%ed�c"�* analyM,&u�!�gC �ASR th �# likel� s�ed�% equzIttemp�J;s%,��I�&s E� wasa4Q cyc�oaPreci 3-�s,QEav�U"l� and2�.� q�`A!� flowmE C� c�'� |es �Ac�f�J} Ŧ.�(by consolid�48Bw !�nR7 �0a�]�Ne" �a;�rxu�I�TTLe�2Snu�x auto�d�^ expiv o�É{.u%� �gto-  (TTL)�*�� 1h��!"&)#.�.�(a�� fied,^� �!,ly garb)mlI oldexAtale A+rdRa�zA� � lifeEX manag�M�&��� ]s�4nd�T�� .Ash*� wQ)maiD+A[E�B]�K�cubP%� �0<28"*)���Her Auto�i eXX��Fy���&)�-Er�V[p� E�ut�Ssi� conc�C�57��,?�0lE� t�(dou�st-�. A�S�6��)r m�� �Ep:ralF lfWs Un���%"�7~ %�at5� long�&%�c C�?�+ s up���6�  on-d�-d,&{it!d�8 wiftly dee6sio�&o�$nek w1��w�ks�9 mpQd� just-inq !j�~�J ategyQ�?�]E car�wI id or� )�e&� ��A�)�DeA�p� W�YFH�lxto easil#I:��;riEe)- out iEkq8�PofB� through d \ Q�. .�q a  .r3ag5I['urza�:�-4whi�8�va�� �*[ M�...�J a lo�=re! A�q�i�� eA $ philosoph�- unwaR(ne�mit�to.�� "��!C-e� cy. E*� �:cE� is met��� �u�61rw, l7i��M suit�si� AEş�� go�beyonXe<h�s out� d above.PYUn�>m� ��U�;��ng )K�&��@'eortane���<?% T�:������a_mi�q explAW �<�Z aA�$�; flue�'mit��, s � KeyF-�X�h� �� s -�@�,eam����-1:S2 &!Q��c�=tH3dage>u{aB �!�-I �P"�Os�;r!���|F}&�2|%M Im� �Z2Z��<bG=���B�=�:�`~`n%��=Pn3ax�FE�fines��qu�;y-� �j�?� �.�� (`TIME_INTERVAL` vs `CONTINUOUS`) | . leadP� f5} poin�D���,�r>��� �A�.Wi�<�S:L� =� ��ch���0"MeV�*Z| L,Kr ^s &4"!SV%!�p��'� :Lea�L Edge�\ \z���Isrec!�� :JRa&B�+�| Can a� b{6bES2�. `] =,.WALL_CLOCK_A� ` (d�\ in v1.0+)Re�$a& A�!W�E�E��| Whe�o���D ataEF �2� �|�2D%V�- .�� !XW�-:>�SSᛙ� � wai�^�-arriv�u%A�$| Longer w�7��e memorH*�!�!.�fi�N�dd�|H g�"���] �b!s�$| Directlym��� e��j|� J�-s�� :14� >� %OV� & �z �z �z z a�& 5��ts�) aLn\ �� �_ �7--T �=] |�5 � !��s>s�K|�"������r��LjobBr �a��~�Hi b�D�m�2�X !sksomL+v�! "�$JPa7*an�&s. 0J|�*l&�bk�� act,%1hig�bto lowes%J1. **.� O(�=0- Write*.� .� ;8� �l6\O � -0) % true�-&�o� en902{ � PG1� (2�aB�+R���ق� ks�!� I4�AT -1�v�T"I%J.�� or�) 3��** O-|| *#W7[!� / - &�.G,0!�r-��5#)�^U2�L ons $# Next Step�o&�� !Z6xd"'V�^I��.�BEP]& �e�e4MonVd �Al�Kng �\m*-!1e3B�+AK)�BD"�ps�!,f��� SK c&i� ��0s�!f c�l� �6�-.X0 &+! , �GE6�9G .�vs. L{)J�vFnsH�.Ag2 �6e�l�-&�)*NuW.v.m.`�2ow+ NH%<�b,&�maW(�M"`E1No&�>'�� -lbook-M-�Z5G -"�-P~.~,� MaS�'end�s�Ybash *[?=!�&�>5 � !{my_new"L8ws, 6&@5B��9YUUl�fe�q�,%2T.cp�!i�tal�-(g[>2)a\EST�C17 -BB-Qa�� �P�98Q�W #o'e�ji#.d%up�J��WWX0 �5[5�9 ��� ws = 5 .get�]E�("B�$") fv = ws+ ��9("user_�a� on_m�"c5 # ���kwitE�>�df = fv.cs_in_�-�7�W_z=�K .now(�a MP(days=7p9endN1C:�8U: =True, #5 ��d7&-� )Q���-EN�c-�6�!�SgX�Ub��6" Begi"}U62 a l&� %�C-�NMa�F �[r |*O&1��S# E Kd after"�o�2!Aj[,(2022, 1, 1)"�:y6R�:E9.."r]I�Sa�*d%F S� D�6�ye��?R$ llerE��se�Ӂ=�sU���Y priatTConside�_`a/en.7)`e`*�3-� c��,1�p�P_$ _0#�X �ed_�1 ��z#i6��if�7N�.4; == "dev"�a 1dsmall_ _�:M-�5��AA�b**�H�u �/uc7#27�C b�g !k&&F� +)�<e .��#UN 8t�3!+5d- La9be:�s-�po�y��e�-a&O �2r�/I /��a'>4 Sr4J �8}�`o�a=False` Jsl�in�ZrJi?�x �2�E# P)/ٻ:K>�-�I�m�]shQ5��[ seItipk sugg� firste;!T� ouD*� &"F[c) �]ZiN#�"�� i��w�`.&�I ## I*34�U�inF�c��!:�E �` ��` -�i�&q�M^�E�3#`0.m.B:E|usyg�)Niew!�E�FGcyA� P�r! UvRes0$� s!"o Cri�% e| 6 `�r_destro�z�Tec� o'B*�!;&`BN~Fc�JNsU�W)� ��1];O"lec��c �� ����2��Re:�a|Bx#mal5\!Icupfron �CI/CD  _/(H^c)�s�R*M �A�KXo�) 0>3--sup�s>\O�D� .?1�"� :��  turTrack �?�+U!.�'�hup�� a=E7:t%T�6 �.� � flow ��6�9/N!l.U�V%&^($  4.e�O6� 5.w[loy!z&�# �A�I!~�)A L� :DA�es!!�9�&K&�rN���D�b)=Md/-&6�0Cck�\�u*�9$)l"!�&< ��/2@-y Y*B鎥��e2PTT�EP�9E�q�Q;.�� �l�0-<m6�2U�2�2.- L6�%uA��:#��upe�����l%�Smej �S�he .�re `��9*>oWGE.�Ty%&tw �'�gfault�T!�r$ behavior �Qerlq-k�%mod ��'T-2&�!�A�,�w�i�*�C�r� a�M�1r��McH^on�iZ4fla 2.!�yk ��rar�(nf���'��"r�&�lz���K�a wayAV�Ddisrup 9 Ad)/u�*. U ���Ar�2Z"�Qdw<�L�.�i�w����8in�8 doesn't m�m*�/2€. �9yy� ȅr"ut�1q- pplyp1nV ed0Z�)�  RI�a �ۡ2I�" 6�"�,u1�%��B.�w? )�)c^Ein�*����N���> �*� pote#<ly brea�^.5��d@:)ND.�s �A-l�.*s "mD ing"E)���A)pl  utpu;=Ka"��$%��`e�1'-� y$edI0i�reK.�)&�4�a�\�Qx�� �isJ^*, c�22>C%u�Yost�.!�� 2^mKa�r j�I� Z]Sa� to kET%��],�1.j _a� a�� _ anyk>�,&4ugKB#8ecQh�Z�"}=�Y�?;q��c>�aƍ�Z� g+on;U�!�`6�forceQ���! 2��h�1�}yk�no ]��<S^� C�/p�lly,Z&��wT1in 9�!>up)q<!� �te�i S�C\�� un)vd4<�r,Zk2�����"�0�*isM.ed, s!ZqI�s}Q�ma(ut�priVe��"D jF� ~Re-��.Tfun�5s� U-& o)9�� # Un� o6�>}M5~�6aɽ�9%��k~� d(tb� best��5��|p!&�_ to2�XA� *P rm:s`��!�N�.�ie�Aa��23 u5���Dfo�!^������/ �/�w ur!�->*"�GL-�"φ kA c�Bna� remo )=�.�or2��HM*R 3p�^ e `Rh8st-A|��i� daka��VBg�HM�� _aD��8~"ces, aJr 0 2S w>[�&�*�I�a"�ttl�GuAt 6� � r- �la[W�)�:U%#I��0 e � �� | ,�9����i�)qadd���jFw�Ws��JHYV�� &:� A���Q� r>-i�:���bGb�Cng��pr� �!|Z0,!D���ܑ� re> Ei!�`post_Sor`�@amePI��"Ov� �ĩ�0U� (in 0.4 `� at` �<i� Irawj��lattor  UN �u%L��A��nLI*>���'w>�:!�W ↓��sav-^ ~ U�{'�Ai�q: �)"$� .%demo-)@�o�t,hive_ds-�.�[on_args.6� .bodD @@ -1,4 +1,5 @@defr](�S+�,# drop geo l�7�B%l. df \R.9('lat')Vong')%?↑�)�End�. W��️ >WARNING:�"a� wa�#� R�Q:� -�<6�s�Scae�W! o�^&1� .M2d�� Uchemam9b\D��6�m} ,equal, but p%�tr�K��e��� �Q�?.!�Y2.�.ሑ@A �qan�=e�&� F�� #� ��T���pJCXE�Ko7�-oq0��e$�se ano B�^� ��":_%28b%E����3 Fv�* �2oB�,U"R|L]�D�q 5/F�2V_�}� aEat!L!� orig�H V;� x"e;h��& mak>2�ZVݍ�A>aKfu>�rB;���*� E� Hive `)a��-$e.$V�J"J<������%\.�\F� fulɣI&�d rep` ft=-�� ��&e�����������t�:�R�-> _r)5%d�����ng��jRO����A�wem�on��ֶ>�aơcκ��_�M��{���a� ͙� (e.g.d��Parque�3matfk.��*��.)��4��'�J.�*f"%��J���mS �"tG��inB�.�N=`�5�LS�rf1-)�.d�|eL.��d�_�w?�P�Be�V.�-�-+)k�� �� �� -"O -%�  VK 2#e_of_bir{[�r*�W"�2� UserA�:AW,a#a�E gnupſD.�OQCAd(!� ): ��� � 5~������v�om6�$�� �� � Ƃ�d�*.Ce|;�V �.�s��N|C�Zp3=�G�M� ���ackvi �:/�(|QZ# abo|FEZ�ma-�o�po�rV�"Jc { aE anteM ��\'� �@N�i"� lid accor�to 4� 1��\&�\*�.��\"xYd- �ing-pr�zm ,S�\GJlE-!-- sU5�ing). SΛ17n�$wapdt� ��lLt|-d)�a difQo0�Ca�u �]�th!i@+��X's.:> ��Zp,eB�L�%��v�n��:H,:= is��U��EQ5��"Fb.�o ���a A�Ū!Cc�%P����&N\0��ar�H�!>fr.' . Me�Y,!ADO,5�%`*%6&/may stRp4O ,��e� f.���'_�E>�%�eM?]'s>�p:�m>@BneASR"�'s"�LABI�!F)s�6�.s����MNL)�C�:.�!�� &�i J=)v!%]�Oo%[ liQE���o�EEE�L,% oubt �of2�/ R�$ll display��*na;�e��pa�!A:��]�$ B�VsT `ttl.�in2�e(�u/+6� (am,,)�o5� �\ to `�/`)ie� Q�(u�O�e��"� dese :�IMB�sh�u�vn�� ru<N2�/%���� ent �H�!� %1�8o�d_�� i�@e)�� ��f�Z����h:9�i*a W .�� a. p%�%��>-J6IF -�"=V6���.�"�VED&(Wt�UA�*,f��5?iW�U,_68h1U/�C�"a� not alway�6 suM�Lnc�.AQ��2�#tha��7�:W��jobT�B`max_"_�..h�&��#i��O]]Mamounw�a.�l.�xo�� b�n1b�to 15 ��2pp�Oll �$ `(today -1�*^-)/15`6�2�nNY,� 1s=[�;l4� ]�h  �n=[� �%="%_sql" +�X�, �.-e�"t4(�25,�2p R�=�3*�415w4�/_��>' &ttBB30 d&="Lase�r�V)1�(m=$JT ted)-v�o*�namt*�n]�3last_=�_I{(-�6�3 f"""%ASELECT�)�!�_id6am= FROM2I{F�} !���2= ��R�<�#�<�$addK K�E&�M=�8�i�o;Yis�\�-լ���FQ{Z3. � �<c"�(��Gyar�1�o9"�OX� �}� f&/  <�`��� se�y t� �}+in3Qce>�;=��9e�?�F��U.)lad�T6�to fit �*(LZ\. Eit�Ze5d\N%r2� v�R\ &*lay&�3Zr6� B5)�u*q1v'��7j>mu �i!�)���\ve2Z� short, we���!GdL!�6C� Ey f/(A�- V�� s�&�hH.&u"�� F;>�X&R&�m �eo�'e�j�3 link� �Job�>~ tab�m3� i�ll M�to�&�I�E) �=r. !i�B��Link Fr���Xa�� Ganglia m�:�P! :or-4i2e�the�(rrp &�}o1way)�"��CPUA 98%`W)w]e����zQ7Ed!xS8"� BT�2{ �%0"="6�-h "� !��"!��#n't��a�jch room-7>�iasM[.�b� ys termin>4o�i?eIs done2� 0 :=w� i�A�j�Da�#|� e;o�cfS an�pm~�\ Raid"D �i&}nW+ �dXl]�!.et�[E� show�0vID%��J ��_ v�_�[(say, &�`15?A4r) ���'peni]b&Z9�� �O �Za���! 1@� �-benef�La.. gFp.&#���A"�2s 2�1�6bxP��6�qi� �d`3M<!n�� <:Ol�3;$s={[ "M��b�y�� �Sl� 9s���al"�j�mis�[s.D "&S������d.1 ^p�Ia7to���aԱ�qase TSee.~� & caveatV low.: ]}���� m�A] ��tf�!�2�i.Y` "�Dal �i�J�i�" )q�it 2<�d!m���r%|acc�(e- �!"��!^�'A.Asv�[� .H�& �a��"�'�ed�!1)[��2�<b�3hib"jlyf�Q�+e�+e~+e**"-e**�n2��/e""b� mi�b2'1F�$%E&X,wayU:x ��&�b�fuDRoMZU&?Iinv҅ajpuIal�I�9�`:� !�)�AS� �Qs"�*Q&��9A]~�N( row�ro��b .aI]��Vn@�:� {y ote�3>yNr�q�by�=.�pa*Ke1E�**1)** M��0ys"+jh�<tir*�2�N�B%#**2P stag%Ns5Ato�m'��6�����Ep)�"H � _w=4ty.��@Up.���heM� I�>�?ho�A$M��9q�*YKC "`$.���"�m w�C� �fd?��(" i, @��� .% ��yrEI��Irow-by-Ewe.b-\�?%�zH O�fin�@ os w �.s�8�D �>zA2 <,� .y��s ��a100Qk Y��is�3m- )q@��fewer ��c # 2.��I�tKS3 �i��$u0Wa�g.�Bn +*�r� �I7&�m!��)!��dividu!R"�2� �3�lei�%�S)�\���%:�1 e [S3 ) E"��p&��>>�I�dy}udb�;er�/S3Q)d.HowItWGc)��bFo�srge)r���١M is sb�t��%V�6a�bɐ!{F���y(n 1�1B52ofA/ b�I�to5-0**� Ia�"�k(:** ~\$1,25q�'F$4 X �66 �wo�p�7=��Z>�4myla�am�w�s&O�-J*l:A?�!��}ls{ es�2-�k1 v7hb�8�O<� Z b��!6�>e � nd*��.m�C"5N.�T��Sk ; e� A�I�e�ueE���� ��a 2e 1@cto�0/en�o!fc"�fi�t���1&tdA` iu�6Y �Cit��� � �!�� so�2HR�{f[5�&QC#�*.��Wn��?"f>R0�C��o d"ONLINE_BACKFILL_LOAD_TYPEG�BULK"}��fvnuCC}  &wR�j�&巍b rx. 0�F h��  P/rʼna�toUtA9n5r�=(if� �e ]�to� I�d (�1`)�$y*g�1�T|7� togg� &Z% *lUy(��E |�FalbHor vic��a$��� 2(a�g"�R� not)<EtEpu�m�A 6�a��IJ =d�jn�b��y@L ,6 ceed}�!�o�! adag�&ulk6o2�man�v-trigg'!�6�%e�/� -_ +&n+N`G')��]; �5�����orcV=R/du%�of58 � ,s.�=# BillA Us�LogF�0;Bze:6U�/C>� � �"��]*�h� )X � � V)di�qB j�qAgb�?*!�*� ~�tr�p,��W`p�cin* org*Q�A��2�|�J!  ��� z=CSV�Ka�� Cloud�Dvi�MOp6 ��CHqfi�d>�)&����<F�J� J�&� �:�'s:����esI:N^h��R%�.��&�i9o�.��# AWS:A� s3:/��D-{DEPLOYMENT_NAME}bM{-%�d/{VERSION}/YYYY-MM-DD/yyyy $dd-HH.csv`>T or Gd� %�:sg��7�sBsR�v1�&}�&0� July 1st,?�3Eqv2-*]�-Ma,4. I�>�a[z24 - 48��sQ%: m�c�j. N��tG beU�! p�ą� <���9 1� V� e�g `-�`�$�K\?v2E�#�_M�jcseDS�6 <<� >  "�Z="�@ion2" label="v2">{k6=��k_�����]_�X_����%=`��A�` |��Acc��X�X�X�X�Az`��!��| UTC T Fx� (At�� granula��) (��7( "2023-08-1z��G")q+h����f�_-�:sWw� $���exr2"e�+im�ECPa�D: ��� �-02���^", n����2�2� :59:59�.)=qua�ty!< | N���unitsN F# So��\�%"����Ez!$%9| Uni�mea�|u �6� (consumњ):����%= meta�%A|��B�!>>Ex:#sMC� _I�[�, etc)&]e/!���� |� =@fز!�G_ed JSON� �  %#.U1s"z�� )o�%/W?d ]�Q�!Q^"K�7 %��CY�i( 5.�=�aY (QF-����raX�B �� �� �� �� �� z%v`~$WRITE_ROWS��B|,/.�4`, <br></br>`wq��VA����A� `OFF�zw�v�v�v�v�vrvVALUEN��v�v�v�v�v:v<FEATURE_SERVICE_�rREQUEST5��v�v�v�v�vZv VIEW9sAD5p �v�v�v�v�vZv:�VECTORSED*l6�N�N�N�N�N�NT!_DN_JOB_COMPUTE_HOUR:�]�job_id2��- _typ6��%  (� of _��T, DATABRICKS, RIFT`_),* iQ8pSTREAM_MATERIALIZATION, BATCHF(ENTITY_DELE (�PPUBLISH, TABL�} GEST � SET_GENERc:�&� .�F�6 ags`��A�ER_NODRw| �j0 q!id�W �W �W �W W : -nGROUPbtE�region2�f�e)r_��p�282>� TRANSFORMQ �Y�.�, IE�2`_.V��>|"-������k csv .��"*","�","D",""" :�&�,"c#-(n;�"15782",."&9 ","{"��q.nM�":"f�m ",""�+0prod-fraud-dea}ion""}��4267",".J� r��_�_A~ice��f�12801�B4 r��8trans�9"bo�dbd1.5","^�2���id%�job-6b27e318-9fc5-4d35-89a3-f12b5ea46c92"�2*?c&��!. ��s�$R�'�~,����("":{""deparb�� risk}e& �A��@E�����2�2)���na�ou�-�fs-9e31f287-d4a5-47c2-a83b-7fe592a0b45d��3.0",".�݈ ��{%Zus-west-jW��!�a�2�D�-real�ԜF1Uv.~ERɑF�3�t 4593�t�t�t�� 5319��!��t�t��78��FIA6�6�H�lsE �_>���1.7��j�7c38f429-0af6-48d2-ba94-e27d5fc31088"A�Rj4}BjEMR�2iVV (�fjqw_���"X�g�g"�?A"�&Jk% w�JZ�%���9�(`'�1��2 ��l���&a�^)�4,��,h�. illuȦs�%�EaҞ.Elo+��$a{3�� JuypK^w� book.��$t�atT&� �$$*�$�(|0c"�&�%"m'#���2�Ci�0 �� os  u�'pdjsov< UCKE�&|�i�-<�&�& >" V�&$$v2" PREFIXMx3*>�&" s3 = �.�=("s3"�p�H.credo4al�9r',�;��eds,fs�� �=gXv1Sxory) �el_dir�8<SOME_LOCAL_DIRnHRY>" bucket = s3.B (=)�obje +.� s.fiu(Prefix=)|C�!�� =<H.key.split("/")[-1]C Pdo�_6(ob0, os.!�.join(�,\)) df_= �Aw{5s.dir=� ull_\�~f� h7�end(pd��_csv(M��[_iz$pd.concat( ?, i�_�\- ) �_e��c.�we )JS str:�_A� =E�.loads1)if �5w-!2? R�_)E 2,[M ] # Gro���'by�"++8%+�qR 5#_by&|�  =kric!7.gW by([m[&y]!�ly(B7)])`�&� ].sum(W{ </T��> :�(1&�(1N�(��(��(��(��(�(�����9*�K��(��(��(��(��("H -@f['n8�e�����N���)=BU��)��)��)��)��)e �(�'LM� �=(�5 \q5r�|5<�v�vnv�RE��U��>+�>+�>+�>+�>+|((�vC+���� �O��",*< ,2i> Jn "�{�0.M_�?/7-22 192 �N�,10000,"�P�_�DR��r�be�H_B1 s",3fl�>�>�>�>�>�>�path containing the logs. ```python import boto3 import os �pandas as pd BUCKET_NAME = "tecton-<DEPLOYEN $>" VERSION$4v1" PREFIX = f3<billable-usage/{ 1}" s3 = ��L.resource("s3") # assumes credentials & configuration are handled outside py� (e.g. in% .aws dir�0ry) local_dir��<SOME_LOCAL_DIRECTORY>" bucket = s3.Bu (= ) for obje +X.objects.filter(Prefix=)@): filename =<H.key.split("/")[-1]& P download_6(ob0, os.!�.join(�,\$)) df_lis��Awin?dir=� ull_\�~f� hL.append(pd.read_csv(M�Xmetrics_df = pd.concat( ?t, ignore_index=True) # Group < by T!�n O%i N!I,+ Workspace Ec_by_w_)� =F_df.gW0by(["unit", "0P"])["quantity"].sum()aC8 </TabItem>  Ls>2# Cost Monitora}H& Alerting Because�managA�|ompute and storage infrastructur4 your account, organizi<will be charged A�a�qO@s used to process perve feag,s. This sectaTdshares some best practices^ keep�6�4 costs low. #-9To ens�<you're always awa�ofr:Sh expenses, we recommend set!Y up �Z�a!ms with Jcloud�vider, whether it's AWS or Google C+. By�>f�\S6[%{ �low %�c<1�!emI monthly� . If%�),exceed Iset limi)�L'll get an email war��,you about it%h# S9%os For� users, fo� [thesATI`Dions](https://docs�$0.amazon.com/A C�0Watch/latest/ �ing (_estimated_I�s_!�_%w<.html). �)y Z��O.g%��-��8/how-to/budgetsl:::cau�- Amnot sent� (real-time Aa�2�refres�Wdst summaries every 24 hourq?(means that Akeu�Ha delay between wheɕ6BJdefined M�=AreceiveEPE�I+. �a�# LAQA� sAqlusivelyA��JI6t�� s Ie� wish,n J0specifically �s:� _�sńyoueI canE�t�xa�y narriZ��-� scope ba��onx tag%xeM����gu !)on how�uses >�cA� :�it��eg F�+ FAn�G�� Se.i�`inform�� i���-M!@stale ��$ view data }kM$us?� -g� auton)�app!�ags!�oinstan��AOonlineŀe �4,��rdfo%�relevant2� . ByA�ault,1b �|a=��: `H _ �_�`,��`,� /,deployment`.Y� ould likeA� associate1� View�various%@-cent�A0can add those� �O��-�J e�i�O.2vpasa�rough GDA�1y>o��N�d��F-/EILq��NduETnew,develop!5$ Model tr <often involves l> amgs of hi�AJE�!���A, ults. How��arely( �s right7first �m , so0n��4to be careful i%f ���A�!D�ageAV (while itera�� on a�. _Not�%a�*�foc� on��� ��rialize�, suchAa B��Q A. Real�2s don'�ccur mA:a!� withinm9,._ ### Begi!��85� u The saf� wa��validA�!:logic �Va2iE�e���toE� own.*i. DN�s w�run any�u 9;�� job�?�example� nc%�.��may w�hto switc�a blank ]�Es� �bash $ �^>!my_new�vws,%� Onceied ���use `� .getJ@s_in_range(start_A , end )`Ɂ� s% output�!�m)A��dntAue!7B� � ws = �U("B�$") fv = ws+ n�u(" $_has_good_g4it_sql") from�� 7AcVdelta� Weu�a�O_��  b wem+ have.}dn a fv.�Rn=(�.now() -� (days=7))9�=6.,B�� (<!--- TODO:^ ng�GisZ�A!�doa() after�AT's been launched ---> e�SA!��a1�`1�Y> ` W# ��E� a2]ya]�Fy�=De� en|d:�2*b�sy�a� �%� backw the N���usu a AS ide�: ` ���%�Y avoi� � a lo��>�before!'ve�������he�z �.6�![�j � �wee�� rm E ?m�[corF ��in t` lot�� ta���$lete. Nextx�R!Pf�2%$s to evalu��yper; ��impact�#a%ed> of%�) fin!{ [F� 2 year c%8v nk� is a!CuA"�.]exten!\-3a� furtUsU_0intelligently` y�| h�� z2leAEsay%)Y6Ntu�0(2021,1,1)` .�L� A�!qE[ll� a e� B-0� until%? curr���A8ta�ch�o~�19 �H } a m� Ev!%�I�y, F konl�-0.�19 �to� . UeF�� Explorer��seeN�Ub�!�!-oloo�Ű" �� m(�Y`� � # Keep `f =False`-`,���� 0traffic In l�(produ�)��!�aQ��ji� �C �X`U�%e����!�h�o � r� ncy r�a� . O*D coptimiz��o� �%mloCc H r ��ic��s, but�x! plac�: �A. g�%��!g sh( �dwri( 2R�I� you .:�6in�-�.6�a"�ZE�=[ :off%�� ee�nd��i",!3(2� !�b��!3 >�9S��) e�e�XM�toE)I!$require re&� i�" ��/ra��ute%� ��yp(ly l!�tha pot� /ofu~�N� twic��###=iE5��tus, e��i� q�r:A�y faiW jobs!� case�transi� issua�! spo� ` los&,z:E�A�yaoN uuin r theyE�un�l�- be s�d b �s�a�ec�=��m 6M� gaiABy�NEz�email�a `&{C�R`�A':� i�9�Gps d� . Yo�addA%�checkh�nWeb UI!��%xPEve�. &�4simultaneously5�A7m� ���� g���5 has � knto �zto�. Altho�.j)r them&z �,a��� p�M.��s� oK��(tI�>�� exis%� Ns� O�w$ Spark Mat�i Clus�� e��!hto+ -s���m�� C!. qSuppra� Recr!� X8 X�r!x�f ofAx��rQ$u�-2��}s�' st P� ���Y� 1. �cl."`� 2. I��1����a�c 3.dG< wzs 4 tappropr�E6thAold �,|%e��!�cV@2�.nnot���� nels�DO escal �� Docu()!ponse�Bced��)�%0acE� *��@ g� 0)�,# Regular Re�Analyze-@pattern%� % q eff�ve!E� AdjuN5O�Ked!�Up�6 !L%v� Steps -i.�B6\- Lear��St�ms%N -e z� �# Int"� �'s declaA v� terf�b�s Soft5Enginee �*�to buil�3�'�tu�al wsq�. a!��-YCI/CD��s� �. Here'a�yo�ct:!S$A step-by- walkt of�m up a a pipe � b�( Github A� 0s. - Hands-ontrie� .:*#is � frame/ETechniqu�}A�codOn�� pull e�� B ed � flo���go�!are%**E?**m �'s5�>�1�**MinM **�Jobstacle��[�sC ��� �� q YAY .�of+�@% � M environ-i� High-l0 � branch~�!v�)ie;�uc of a<���-�\"��heavilb! e0 A yI(%�) i�M>e�CkxT -<�� $ �Q � de�!���� es��)<ed��i��4and error-free�2teams�Data S,snd ML.�� �!"����� motz �u� �a>-N2>r �!. !h5�-j-5�-and-5�-e+%W **1. � bookg%m :** ter���u"�� �& onents in��eNsY %,0bricks, Jupyt� etc.�2."BEs Vio� Work� � fer!� � �!?nd �y�mn�**3. Pee�� via PR2�submimeirE�%�r��OPRa7$**4. Pre-P� MergesRPost- 8,u�mdo��e-&� �,I_ `sta��`, wh� � undergo*� Leg)� A�a��3 A1�5�IvmiA�sA~�m�closely�n�d omprehen�set�#!r� scen�)25!2sD"!2Up#�OM-��#i ep 49K[ %Od!i�`main`ME�i$��n�M�5�� alm���� 4 ���, adopt a� plified D@u�te�(ary.-�I�Angl�ji��A�stream�g�l�!��f o�+�$al�J"��"���r�R !�7/%al-cic�8� A%maF  sk ��p!&s welA��T%mo ]to our�H osu&�i�"ad�!{b $�q�� low;� C� �� Pa�>M.x , '�G)>xiJ�D�(ly.� Ru� 2Wui�P� plan�6 ]M.� Execu�G$h` }�&Z45,6J.�1I��#6. OpeE3!)a<�6 mIaH527. Trigg� "9 M�j`O �`�) �%�. 8o< x���vEF �. 9�plo�I ��2 aE�a�h�4)� . 10rm_D9 |�)lud cycle �Pre4sit�-m��`  -� HubL�+(CLIt GitU Part 1:\%n�setupo(����reu!+A�� s W��Rhe3CL�|�ope�p &C  d� {Hillypleas a�V�)ions at al�D�Q& i�, � �bi Lo2 �@�%�o(a Service AP*La!%. We b�!L!mh-demo.�� .ai`>iI��c *� 6  in ht( :W+5���L� ``` ��e6�"+��0`L.T$��S-sa`)���1� d)fi'B(familiar�(1 User M�+�3,!i� Co�ls,w*-� -���``� )�- �1\\p- --�-_/� -sa".&descripAf "CICD up%�59"��,�`aB S w�� p )� S��� API Key -| -!7be 0toѭ� 0:"/*2 -9!U�G� ID: 9578f14f6afa42668e84e20f32b73580 UseQ�A% ess-$18rol assign-role�>  �)5� �]e.)( Writ� w�`-� ID��`�key` �fS!=Bn abov?-m� . | Type%|�.| Valu �| |�   B�cSt | TS1(N_API_KEY |Ekey ob�2+!:hI�� ��>�� VariEOR_SERVICE*| [!�-�e1]�� /api� I#�6 )>cWORKSPA a�}0-ƙ��dy`)�b|  ,͌�@,Q�A1`Ed� `E�a<ܑIqi�b%�Ha��N� -E� X.4ș"�y-���<:-id-you-�$ived-E�>i21'�U�i; H�a�s[�-WebUI�?h �� q "4is now possibl��.t 1' {�) �� �allC� ;�2 i�,", i��a� ��.��*`I�% empty `M�`�3."seei��lder a� ѼU roo.mk�4I"�; cdF %�)sGi� S| : R"e ,� i%&,-'cre}We must � �!G“! � ”� ��ru� to m!M riska�unvet� a� �� &� ;�In�itypstabilm�E� -s v�?6 pusjX it� �esi�,k)a@S.� gtM&� :�� %k�Eynd"� AD91�Log� -�A@li�% he `5�ies�!bC o�� New`Qh�pp"�$ner.G�e����2 �C` F  **No~: 3: cho�- diffe|#Q >em,HeFoEQ�/ �resE&�&� -�"a��def�.aS!o��)0`%�.y��1�-r9,!��!�fi���4fi�g!Hed (i.e." /==)%�synch��RBt}' W�echo "#�y T� �re�"d 2� 8**/__pycache__/b(I��d���� �!" gitm/ -M 're�� ori.& g�.�4gyerli�? Ud .gitLa� -uId4 ��*/5�F�pr6p6M",��)\�"_"�w�$E�r�-�"  r�9E���A"`��� lign5�"&"k#s�icity� I!� Qe5as �.�"i�"-s"q� top horiz:<l menu -.Qe.lefadvig :/Add�:G"� -q�; a ��0" box - Selec��e b� 0!box�hw_5 expl� each��se�) dco�  4 s) - "R��a2� ��":,� vals:stp# �< 2rK)�j opA�r7�ar $y!WScroll *<CEottom- pag{��"��" q�A�!!�e�va[ .Z])3+��%3s��(�B� �� �(s)-� C� �*wF�Cu��B� we�@earli��Y���I��"Secu"�sMDN�,q%� � "� s"��)-y�%�Y�@" tab4 /New.�)_"�"��yI�!�q<ik6w �Ѕboxlpas 3e�K"��� &� :�gS:OB�X5� V�!� �@ ��,�'st'-�1B %%s]�screen"A.`&�bQ�1d .f:f"Vat��զ`(h� CI��?dY�!� - an4%.$#%�d%��(t8�!��<b o>j .a&`� Reo* ** `2+ T  q�u Ag . Y�>)�V��!�7A�'�� ; !a�- <�s %2:�m��Z " C�! �� #Aym��power toolN at"� sw"2E:es  ly��i�? rƭ1%�an@ �"� >sA �",  K �z.���="��B,�Xcru*��ge<!A'm��`% ,apply``ic= mmit��*"� U���, s~es�(��u41s�(�i�AP)�5�'e� ] � -f[ &���?�-IB$�-���1@��!n$�,$�|)w, we�)d2Dcustom�A- a9m2��uhasa8eI:.H��kRg)�A!;>� + |�$8��I`, �=�o�VEmodif� 71^�fCA�^go��ner�2a YAMLta��"� _E�.yml`, * � q�wEv�71: parA�by ( a��u(!�!�[1�� platf3��M) {FDE&�<^� Opeg%te/ al window{�)� -C!;,qy&� ag�d6�Z & &T , `QT-E�`�C 2`�r�s.txtLY�%�3H4Fof� packe�^ �b�!�>led5�?�H�6`B� versio��`0.8.4`M�� hub/�s/>�tolA�.ur1�'%��% I�m6!�e1� ��=�J Nx-&z*?!g� �C-b�)j^ f~=� " >>6'.w� �6� to6< &���-�e� �J�%ќpre $�6ea,  If�!�e�cc� ɍs�i�(```yaml ��:Q<a on�� "� : [<�HC_A�estZ% jobs! L-) : ubuntu-�sA� �' $ :|: ${{�.6!  }}a�M 1vars.+"� )'��-��s:�^/QS@v3 >"e�-�K@v4 & eR� "-md: "3.9��: "pip" F-� : print�Qs %e: | ER�!!�> "dev.BU => $=E.�V:9=� 8 $V7:�6<6B�I�� �� 13 run:��� -p ���H>K| N����6T�( s�aT Le9a'.�=?�D� N�2�e���$on`: Dictaa���} �Bt�"�᭥��1he~be3ed� wo U,`a�`: �<is�V&& q mcAd2�(`.(Qa�>�f�is made�1Eo d��G!�)�colh`of�#�% b�5p$eH-�#:�6n �2.o�9oneA.�G�l�9DIiB�,W *j �1���4�M<a}� adzjob��� N> .� `env=*�,uIR  job. ���"we�G� B� ,6��;.7� w�)dE�(e/*��Y.#*� [[#Sez�]];!�-��`: Li�.� sequ`/of. $(or ".")I0-!zA8�eI9S C# � �+P6p:**�Mtep, givP �O 1� Vs shell  u����R�&}uspEi debug�&to �# �> /#beus� �te�B6h` :%aJobfusc&L��(s� m*e� �0 -�a�\f������G:��[�|UN�]>�2�u20����/6:46m#**F}A Ru& `pip`�/�a�e %�B T  of�>�xM-1We$PT"� %t!�� .� ` 1 F� PT� 1�F� :piv;�**Z3! T�g#Az��g�!�<��pw6�x�{�Wb�.}N(JuZ�譓r �>��C:up�S.!�a �7Add��$or�%-!���"�@�T!O�.area,��prepaIm�(n !jit�+�%&�iɾ.P�  a 7 message,��,aqsnapsho�j�'s�>e",U)$ �*�*+DV_&��zBAr"git�8 . n -m k�>%�)�&} )��� &wA 9 E�!� Push`C8�*,i�'sP6=.6Av�.d� �!&I Ujly"�<Mh��� )�+m1:]qsi$y�Eiq�DTQGo?��n&| ).*�=�� A(&�9�@ind�@=F$� ctiv�!I�B�U,�Q!^� 2�)�7��AIE��p�!�? `P�6R��st` (PR)UC;"CompR&2~ "�At�o)<!�mk2�� fM�!E�8$Dea� ful .�)� E�est|@nD �!�� �"�Td�hiq %%�)2e"#d`��|"�>�4��-�yQ2verif~.i�QAg �#�!�1�w�55eu�Ap?.�#q�� M7E/5?iA�!�2> �{a 6� l �*st��  C&�/-E!mG es w�Zv�<tablishi A�m���1on�k 1�PR"� :� s!��to-���:po5�A. Te�+'s�o &0GJ%} t�a?$V  ba;$ / l�H6U� �.�8 "�� "aO ��aft6�~v�Z�sa#!Q��-b -job�9is image�w� �s&o5� A�Mi�1 �O�"��"5J &� )�-'s^�'9�a�:u� .�V�F �� tus M��:�R:� �'s�>y2M2c �6@$��� promisO ���.C���!2 i�7�X -, !9�* �U S9}4o �Ee4 � e5D�eA9��` ructq5kEe -��to � a%� k(1�.e �" >LAf�)U  g��4�YouDDa�*Adż 5w&� inJ-!x�_o ��A�� " node !�A�- �&,mlo�Vnfirm }a�:�runner�y"liE}�he��,����W?heR� J#A1K7a�Xpec�aq3:�6-1�+ P"! ��`�:`.5�6 ���YY!�:�!z! ���� is*��5 !��-��-�F.�1�G� Aa�goverKbym5�w6��G .%&�$� ?W Z.1w.�$@sE8F�a�� a highp ndar&�^8�gJ,m<�� @ �� leMKeX<x  "Squas�:%�"�\!�sa퍠�6issC }/)G;eP+"E\out waivA;!�T!6be met"i�box�K&toH6;Eer�valmIby��!��u�  �;*�j�(2;`'�< W� �!F"� ��A��s`&�34M �bina��6� �a} �l|� addsB -�{ *� adh@9 !"� �K:jM!.�d ))��prQAL' clean @A] ing-�X- �a$C��=$�V !"c WR�:��#a�> �12�p�>eI-� !b��ya&�,)71a@%�;;" a�e��i^�* By9!EaJ)��It$�iAeN4 �L�AEv��aC%Sa��:���& # ...]J9�..�5Hav�"Hl�^�*ɤ&"�"u6Z$AHaF , we���* �2�A�����M'E~m'^Nyi��2!!��R�4"� &�? s. Aboint,�$i�2$;�oW eRk)!�,");�5$II ph6�.� y`)1-QA꥙�% 3: D�<Ew�&Y &@Z,�T iB9du,D"�=Z >= �8�&run� �%c�qto �)]:-��-u��.Q.Mis)�a�� tangu4s0]�dF�]�$or�s "Live".k�d��C='C-���9 Wg#% 9�%8�!�ġ]�upl�9m�B�C@0JA�V) žt\gu�A�� � :a�t BCE�2�.-y.W!u���r9�Y  A�nd� �."5 ��6o:�.���2:#,oa=�+�.�)��>,bar`# I Edit"V/v~- EH A:at�ʡ��e �:��� )�rH.%?O+� !5 - Un=6P-��N, t�*". *x��!�B %#Av a�"��~a2!� Sw Q5�� `) .e ��6Y�!졐 <�* `�(�5D�?for2C to "��"�*r����*s�*��,��0 !u�M-aOH�F�ion� e��. Up6&E&L7��e�e�V���vS-���"LA��,MG "�s,"�e2�*7i�M-o� S ng a�r��$ team� 8\"7earDis�ad 8stratorIZ �M|ec? uni�'�D"�2%�:!��(lso)nD6 rict]c��!�n� mPG�% . W�.�Rs�lI8,��I� "���OK nd Yd"�0,ua�e~3 - /��"+" ic~o(� j�tag%O<�7 "Refe�: 4 ," e� �!�a=�!���S �-�� ." Our.I.����-*�62.N)Fy~� �@�q-* ex�2�"o.� ���dyM� go�Z�9��4 "� e�9d� ��#ref�A�:�P� s|2Q|J�:i)/C"f "� Rsl7�65 on�crm Aס�6a�F tom�!7 �|H 9#�ͭ4>�, �!orcheey>.u>�-��������� �����Y� �T��� ' �,2�v U�epQ��h"�NV!�'<I�)!�A+� � #L!�A�J File!^� ��@enhvX��%!J< r/�\he`1 {Gpy�E��nuip�6�C��3N!Z"7V J�*�{oB�.�P>w3t\�F.�yet& /A�A��Tchapt�5�!��:� ��*�*�D"�)Aid�)7s. . ( �)en�U*�U*�U*�U*�U*�U*�U*�U*�U*�U*�U*U*H CH i�Ruje �#�, --json-^&a%.>MExtR!ml��d oi� az*"�%(PLANID=$(jqz+e�_id <:��;�% U=$ =�%R �/4$GITHUB_OUTPUT�, ]-�:�.X�. if  � .C+_!S == '�� ' &&ref(refs/heads/��#-rd�>}!= ''&run�.�V��:�� C�� PROD"�G�/�//��=�m&9/�/�/f/E= �Ix�( 6��( 36j("x�( B�( ���' dependenc! (e.g��LIyse�~�':b� On &6{� *P' 1���%{��X]����bxU�6� _ -y -id �h�>�/���w&` J y | T�)�p` Job E*V ( �H�/ in�bIid�aqfu"$�%4`!��9i{}':! �� � �Z� .�#qs: p%`~X �#0la�F�que@ln!&er��Hof5V| {Q�bzOr�a U!�m � is IDl�,��"new".]hI(5��"ex�@1�b8�NU�QPlan:� B&����+1p� -D 7)%���Z% �A(!�; � tail"B^!*�Rtoa/~Opp�p��vyh=�qY�YU&3mpV%�3."! OE$:�'ewE�!�QB"�M�% id'=.�,jq�%ol!26\��'�^EWlo�.pur%sW a�~iJn� �$-�J.� 2�%Q�.������!{i2�RJ�%�b�a"�Ay�u�9iz$�s, � ����r2"B"Q�i6(gQedaM�@9�A�}M!h&����-ܭ5!�ly`T .��emb%L1�`�!�in�V!� few aBc���h�a �Rh%���1job: �|D�y�E�%5:��% z�a I� �9a�\le/ n=\=at�?a;(�?)O� ifPO(.�%j]��: � E Ke�h�&�,F�� �a@X� ��4� &��%����� vail�a��go }a&=)prU + unau�iSmor+?i�a+�X!.�� �,�� %.j� %@��&��_I*{`& word>}*�+Ad i�]n��z^j, a^aw=I)��Ia���yX] �:�(1 �4��7['aY�5AOh#�: U�! 5��S2��job# 6�a GAH)c4� aM� H6-Al��.0,PaZ%�"Q'2:�����q*C = ���b5 ��2Kf/ #4: Pu}Ni4#oge]86s�# �d!�*8bs � "%,.miM%undH<��-�>�����9u^e$ Jstrin�s�&_.�dto putsC��0�9 �A�oJ%ll/�M�QwB�AzB&�{5 ties, aaX� ��AHotc,}s�k��d��re j�$n a�r}9� \D�x�M"�4�k*�I�;�-�0�1�(*t\D��mp ��we �*KE!7�G:`�  9in!s 1-3 �/0aF� 2 M'�D�F�\E�MA.�1"�4��\�� � 1�0!re��snrF�E"y5AI $ ` -�z-E &�FaZOsI��� �a�G scusT�2��!em�"�57QN |�'�d*�!�s͚w4NhU�4�^-b �.���A���e�I'+*"��&k,!�)A�e5,f�Bs, 3Odem3 aѕc�!O eM{�:�FVa_�{s %sibatch2v)�cR-Z_�+ �� M<ca� a "4i.dA� � �,_!�:  `� y.py"� U) !��',\(ains an `E�` i��>::��&�A #)u=}�XP1m�� Y. .typAT Field, S�f A� = 6(�="", �_keys=[5( _id"?)],.S4 ="My�h)!"}a()����n%Vi!)*������a�ډR (�o�v��� I�U2�#\�K, a,*R# B��X_aa�P� ies/ ��iEF �*(8!!N�cR8i�F��gO a�=N���i,QH%`�=]%�d����6�(k%e�NH� j%� �y, u �ate{8� (�7�UJ$L.K/%!/.�7E{R�.�+ �1-$��� �Mm��k's�%by�1�6�4!o�$ � � �3e_�0� � (�.r>� .(,"9"�69�^� �J6r V�7� �cr!rmaa'iL�@-��Fc�, '"�P'Yy_ URL (�;�(�: I�hcogniz�nd�9a�v��'��'mRyY�uf��E<iS��y �- pr�{�C!�ta webG.�ldM�$ �'s�^ U�e!�i-M�-to�X-a����"!,("� �n�d� G�N �*L�8�is &S u�Ѷ� o-Fl� \6�{ H��iT����_bk�F ��X#-inga -pr�B�" ew RR6d�?A5Bs penY=�2D0$qBf4�j-�.py". AoQB� �A1&�1S!!6vi.|qua�]_��^�**4 S�W�b'A&'eJ/"%.,Oig&� w"8 C7.� P u YcZ� n� Byi��w� �zkipped�-��.B1c��-4dc!��76�!��.�,��*�7M��}noug�qi�U4�z~,���p 3!�Block!GP�Hwtocola��"�3�iou�U�s�=rAib hold�~(�ro��!v �G re�w� �% ���%kgrgHm�t�$g��*��1�� �a�n� e+(w "*T4%m(", a methode�mm��XE�?Stid!�m�:�2�=)^q �Any?:g!��2�t� a good�*I(��^�U�Q�u�%!�Wd2�-. �,B����,-��/E�O-�u^�B�o�y{�s^�.2`5-�V<�~�+ -the#3�8�^ *9)AE�al�Y����2� O~52&T5(k��Z"s�?��-3� I�%5QIIB]z.^Q"����%\�9is-�P WA�U gran�8!t�i: R$:, � �Hs �t���ac"c���it�b�� �W� )!9�!�r74--�������7�Ir!�a}Q v�uty�A�Th�-u*V��H-2x "�{ KLabo�'�/rig�(s *��8s[Ajvb�M� AM|MN%V&' "�'?�)7��M"* ��1tyɭR&G��9� coved-,�.�a\�2�< mark2��c�;fuF�A��&!UV3 V aA�-�w.-Y#I32�<2 l f`&6�(� �� I5N�.�� �b.t 9O� �lo%�g/Wd< ��ai a(-depth MM�Ea���WuHT�>=�It�,�=E�/"1b>��1URLŀ( !/m]т}wEJ�JKm}Lz,�B_� �� [q�& !ER-web-uiU���5 > � 's '� ies'}-aY})��߁>�>�� �5parV��sZ��!� 8 � ��iE !Co�6W�0h�;� �h� �v q��vn�l�S�/ for Z�� life�sAR-- �s.�W)�/j?~c� o � ���ow��$ ses�~v�iE�/_a smootK yr�Qd ����� .�}. I�a flex�7� a�{�� can � d�,$ fit!>r��gu��% �"�3nej�H as a trustworthy f���� journqon�a��  by ue� aESai���b��b~k�t!� bteam'� �Fur0A/ side � �fu} i�Cv�ќr"� cR1��KA7#@� --su���mYZsk! �~ rage|�2�label�C�� c Q/]%]�0�1�A�m�8pre�?6}� � voi3 unne� v"��r�d��P�jJ!���m�.��m �  agR!�{o)5�2�? 16%a�GA�inu��neeI%z $ies.I4# H�S 0 E�i� <a t��t="_b�" href="�acolabW�earch.g&7� 0 -ai/unow~/blob�*/j_�_�_�_with_ �.ipynb">*�img src��as} �D-badge.svg" alt="O[] In C�\" width="150"/> </a><br/  Wan� SAe�ML1OA�reaPho�T6it�!?=o�glet= cape?Y e�� ����F��A^!��traIq� M0�=UxAea%�i6��n�co��I�bG� 2>�+n6�B6"�B4N%� _r ��/"� bnsY4)4iYp2� - @ec�� frau�� ion,�-,r behavior a�XsxL�!6�p"V} wUDio d quickly� lEk'll do!�(�ju ��R�aha�!��:h�you�FW�1mGE� :!?����u��,!8�XI,��r9:J(�a HTTP�7ڑs8 S.<totJ�q �i�=tim�a`(s (1 min, 1 _r�:30 ��)Ckr*1��U�Gmillisez# 9]Ր- MaiW( cons� nc�4t��Nr �.7��8HoNc-997 �4 a&)�ֆ 0 $U0ivelyA�eՑ�6g6 �A1*F{8a9"ݔe�&� �T!oto�"R"e: 15-20!wutes N�i&pfn ceE��!�a�r�im@ � -�Q�&lq�. L \M1�Oe��;�k%*� !�D@�t�}Y we d�q��!�1�,���Me' Vr upu�a� � >= 3.8!,: �mY14Z3b"! Libra�r e*\ ���� 0s �_ SDK�sup8�lEpY!p*xV'��ton[rift]==1.1.0' gcsfs s3fs -q*!/#  'n��to wb}A|t3� �&ount (r i `�nore&Ci."ior&��'s< if&�r) �1� � .۝n(��Bo��Y 4\c'`%,��b�mpAHto�(�ja brow�|w�c(QaG)t;<uoan�h�� token' Copy%� sEqE�u��ss�.o�|2 )�3�}t?�* IsF-.0�-:*.6N datΜ2,�bʜ M:Ma� �&o�"�#t�tRif�a�ute1�d .set(�1�OFFLINE_RETRIEVAL_COMPUTE_MODE", "rift"�:::tip�{9&� ? S0rM�t [)�kM�:/� ) �#e&�x to tL�hi&� .S�T� � ~3!�,r2 2�L�[F�.6 %E,�a�D�1: sFN�"� % Im��evKll�ask�W*�:�e d�%.� rce b_�#Sd�G�]��;>@Z �r"�)B^ unu#� bu�"JE�1c er� ��H-5Mj�1#��@�� &� B� �� Z�&� t kAT&)�ab c sp��acrossV���!��^��I �'t� �X~%���a c��!020�.q�IS�',xYC�g,�= .86%>#4#, 8stamp, Float64 .Xs_ �=2w(��7=". ."�  .P"L P)sL ". vRQ l_�Vig=RZ �()QH:��A�Y A3�_�x fillm,�% O�> Omuri="s3.G.public/�s/.�.pq ��!_~C(at="parquet� %\_f�$=" % �schemaf�$!� eld(.@9�a�"5� )], �jis�����E~�W�Jor 2�iZ=8�c�� 3, 5, 1) R�B8 d�.IM*.get_�q�(`�d).to_ɟ () pVb("S�&.H�<a:") display(df.�:(5) �� ��8�Fid <div�b ss="�-� "> |��|5�|�� _id|)o| |---2t |0|2023-05-01 00:38:11.716917 @L5560069050|50.77| |1:5,45:03.031664 5L8277121337|95.36| |2:5,53:40.791126 5L4409718407|12.02| |32541:18:38.115718 5<6606710651|866.864:6$56:28.1944�X1200838555|0.04| </div>K w| 6 �>f�,! W��calcu� 2�: :th��&S}!�� !�&i�JE$�q�_ |�(, Aggregate.:rG�<jdai��,�� ��() @J����r=]�qq�I� "=[A�]  mode�� ndas��!Rr�-8s=[�T# Track��<�� lastZ)5f4(input_column=š(F�, fun�="sum�K ime_� = %Z(mi�=1)�_f����~�d�����~�L=301%�+def| _]9_��_iy(QSb�return.�![["Ag�+2�1�]]a� ͧ�щ"�ňɸK"������2, 1,V�2,/1)͝��6�Ũ �V��ٻ!�=e>�:� M����'Ox� : ���կ_sum_1d �ous�� h. J30d.F����n 340088259�(|11.6|534.4�G1 $$4411299629�,|259.5 ��H9��52113$41.22 ��$$1117145948$(0.0|5.08| |�5 112082965 i!125.65ٟG�� \ uɨƶZ� � .�break ds9wer D1. A `.� `&� �[p�$pE�" �A `��#�Gd��M o(�]�dIng� �AUo��[��t�d�es�C- �u�3�� immediw> ��,�� A*�d\ '��.'long-xv* 4. T�� ever;&�g :oU�x��7,� llDa=*� o�d-�3{m�(1dD il�heye&� �t%{�� arrives�Q2:�1e MP o) %�tW�� basic! � �u� �� ��J"�"��8%�� ��ls. O��:�a�6��'s r��a ��{:�A��p�W � }-2�5 �a� %a4�em QT>�i�*o�S�.)��-V�Wr> -� G &_de�io&��ice� !7=:<� �2�F",�� f�]N"� 5� 2z)�co�\=ȝ\j �:.�# RF�)TAp�5VP"6u/r�Y(Ʃ �"age_op!�(s={"anon": �}��Loa�8�� ��v�_ ��9�� :9��Jo& 8A�2|H�� ��c�1�_�=9" �.�+6� df, on=[.�� ],�P="X")� �� , "is_%I"] ] ���2�"u1�%q�! =��W.Gq��-�))2V��lna(0)>� 2�~ (a�g.� 1�.s�R��� �0� |1d� � :� � �� V� � "� $10287476361��`3 08:42:43.668406|0|77.09J�8user_1155940157Id21 03:27:42.566411|0|43.01J"0 156770864�d20 13:57:14.832615|0|536.1J&U JIx1 18:13:41.535067|0|608.26|72.16 "~ 75538506t)%85 04:19:08.7821%%96.84J"C��b+_�u�( is? ^ **P.Z Corг�**+.Q�&�=��A�es�Cus�t0ma�9�w�$�'�F"�B�/A� ofB� .� �@�s nleakag2. **C�t�$�sOX �"� �+�rI) �mQbe�&&�XK o un�Mg"?ce�'tB O���"3�-���!ZI��At4���+ll&) *r a�&w^2�i�BReaB�2V�0z Q?� mS�o�Y3�*�al�/ �i�� ?se�4.A*� 3: Ghoo &��� EJh:�n;*-�� ��5J��set up� %sac�,���.8#�=pn n� > � sco �.U "�=kke>�<R&� (� h��&</app/� s/ �s�-3./ ���s :�N= "X -api-key"k�B� "jO_��aZ5� �s��� �ed:�� on_url& 'B��� _api�==6�� G�?urEr �E�M4Q j"�6�)J�%��?&5�A� (.�1d� _�� :��-�(�� - "V��" ID0_id!�".?((random.cho��(�D.ascii_l3� rs +3�� digi+k=10)"Q� d2l:"�&_idE&= �"),5c%�i}!�-�sN�:6* S�q�K}������ Z�.M({"a:%1 _id,.j:A[� .utcN�,"} : 100.00}5�&!�� ��'s�n# I�1�e׿he �d5 >s�� o��"� (!�aG� A� �}� dict&4\n=d�*r �1�-�*1J� ``` Z6( xK9nPq2Rzm�g�.C {'�\O_ ': '�� ', ')�M:cs': {' � View)�[2K%p6�e)NRecord TC�$�1'}]}} Z. {� '.R .-'MFK2'.mf'6� ( }%r Try�$� Aa).  :2A)s -�����B�)�41-e�s! - &.�accum�s.�h(S30-da"���s8D�4f#�#&5 :�� -z��Ee"!����T*�^RGl2)ste� N`�)`)�=%E l! - @�!rq�*��B h"�$U��S^H����ngZ*��M� d�cibuA$:� �2Wrap-֥Congrat!U� "v��0�)��B-b"� pcan%�I� &a!}��a�+"L Ls�|+ute"+�}+q�h\e�� in"���+~���su�s2�+ "|+We�,t � �1� +%; pt.��\ &�#K 0�&**�,�� Z�(� v/��P. vityEX"�' "� "�s #F�)l �Ez]Fct6r&�s5O2�.� ��� %:)bȤ�5%8��ve�,� -�,�$a>�!Yu!�4� ime-)A�5Va Q�3�I*/6_��!Z�+��� ECN�S�1� E/�v� s** !!- �e&N 2�zs (mean7unt��x-��e;�Q5 WCO��� ObW**� !X�+?**�zOiupf>in�-!�Oc���� ~A� t &�; I�n�68re%)�+c��f_x�2us�$&j �!�?"�)��)trk�6�)free-�)��' .ai)��^ed!�B2M4R:��M9��L4�L4��K4�K4VK4M�2�m�"SMLQ's�cb&qa�s=�act moA9  6&%. I�* an efts*��;� system -�w!*�Zc�F n or���-mio�RKc�vi�ir ship�6add��$>their �*�KA�,�3 ;Yc�q� �+�*ly �w�&a>t%+N��"��A�"��e�mls"%;!E3I�-�Afl"���p�ce, ei�8L�: o ac�%�2~ 1est�}( e"��pu2�C3P �%γ�5E�Uw ����� K�!�pu�G�4��ebi�59b%�2cal%�m0 ���Œll �4I�26�,8 d�2| ��auFv 2A 1. CQO:�O)!q6R�4h93 .p 1'� 's.29;0��Q:�\J�4��2 u� B-�4��llar&� 1-SB� ��0 ٰstax") B4Xu"�4aa ѷY��ZE5�"]2!�-^K !�yIe - �D 5#2,= % �,!�Z��4�/4���o�u)M�ledgewIeImed�!ݣK ���*g4P6I�½4:Up��4A��J��4��4��4��4��4j�4� 3�"�59q"{]ix7`4��)���~ ~;�oe"N72^�*�o&�S"4 6�* �* {,�\b)�=4o&��x�E4�E4�E46E4!�4onP }J�!�a�plG�!n,!Š�@]!-.�02pŤ�T&�%�+��ID F�la�@<  o� �8�&��"�K-My^ŝΥ�"�Efan S3W�%ed<d ✅ �I�ҽ �,dy�$��$n'�J��:ar/�~�Fw3B F*3 ��[� a4�7!��G ^ �t�&� : c'= -j<.�>4� %G�c scr y�4 �a��)�� s� RzI�s $1,000-6#������u� %�& � to ty� �(%�w� :G3sp�a!�6�F ��>%�ab�"|4`2n ��e�2%U��.J .�_=� es Z(:3I�.�2I�WR�.�� Da�\9>6�� *�)��V�!!d x�[&&*%� �NA#24 ��turns�$AiD�0)�2c@q�0B& s=[�1_],!Us ���5j�~/p ="|:"5�1 �!�^�4�R�@?mLs=[Att 6Y�is_aN", Bool�Y # .wp H )�.s^o>A(M?�."""�� =[.""Do�.{.>�:Q�[Q�] > 1000�a5,�Geo� veAr�� `V�`e�"��eyTdB ��r�`i FE��q�0-1 �Gm�1%�"`f�S!Y�r�-%�Y�ak���a�parame�<-F.�Es�We1�a �ion�F= �M�u ,!TL���H.7H6 �%w2X:�st )�I�]vm� s_. = {"-S ": {Q$: 182.40}}b"S;2Tresult&UW:| .run vux13!�=B���6��b� \iaj�5$�\nL�G2W���B�*�7 s��["�1��7�bo {'=:i ': F��} b�~AX*� G�)"��P2P0��Q�"t�,A��c�s/V of�mo��k!nq$orxc0 A�o/>h��gular��e�%^ s-Qn' ���eXst%J�&.QQE�.��-��n�/q� smar�(bQ��]=�M���a�'s���n� �1 %2Fy/S r�*W<Con�. `L�VC ""6��2�gea4�!�&�<B.�r� u fix� �� +H< 3�2t �;6�w 2� av�LJe%<#&/ a.#�rq ��I� a FN� "�'��ach1�f��� |��:��%��  .n=o=%s.�s_b8&= �� V �/.9 ,985 fig=�`>�`>V`>) &� �a5 94tyE��oc[Q !�f� Jb!�y�Wy1�.�m� @)N Hz� -��:�iy � �a��:*�_�Ival*[:du�1W: �.�:A�M>�_~�:C U ="meanMo�F�:�365 �I�)_mlP .j�9�$s.�s*r "Z ��\ME�>~ .d�0:� oa x-![ ��&�&��n��FA��o��� cur��.;M�N�)rQ�2�V �rn� ,%:.� 1�s� C �.M� �� 3q1�Erm' I�Yڒ� er_than�&� �� ::.c�j�]��]F1�E�'s:�U�#�* $- , �A\ to 0�nno�S��ist)E�t_a� =GR�[>�]�0%�M^� 6�(1 [b ]� 7 n�:c":>i>.�� aWc b �"o % &g(96 � ��"��2� : Q�!� H.���y �W��� #10R� , 9).0-�s1i�": 33.46(0)"2�.eT 9 a��uܔu�� :�v� *� 93���shopper� � "1!\nF�1)< "��N '"��[a3Y[7.� B� I� ��r#:�'�8 �1�a�%�*Lw ����u9�-1derM ext!N%��[ r<{c�.2d&�d�_�2��ph;Z�< Ab�(4?wgl-A�t � Mi�(s}3���&�r2�W%�Hin���"o�� --���Y�!!,i6�VN.� l���"Yrpa�� ����&P�kl&*?�� �4(�3��d�c1#om.�PE������v ��{.��3.�1Q B;u �_vid��Vw_�����!8*�^\ s enTs' T �t, son��vciC]pgFa��F�\I{ �!��v ed bV]-�s&��s n�YD��A�E��H s. N2����6i��Xd�' Kit eas�W�2*@( idea"^-P�H5etUN�'y.@�( �� ><"�T�a��"h."�O�c r��vca?5e, ��* c:{k;",!sT�7� T�Qa0em E��1��4 need to gener�Uate historical training data. First, let's create a Feature Service that bundles our f !�s together: ```python from tecton importRS Q$ fraud_de&ion_f Q_s ! =:2,( name="z<",, Rs=[,user_transacv4averages, # H9%:250mount_is_highRhanKJHRealtime comparisonJ ], )!' Now )tload som>�� !� with �� labels. This may take a minute to run:.�# Le6`s �ps_df = pd.read_parquet("s3://!�8on.ai.public/tuAU als/.C.pq", Apage_op!i@s={"anon": True}))�["u!�id", "!1stamp )d [) ] ] �.%'set�E�_)(�� :��:�, "is_�� Join-�!�1m{q� event%� �  =" �.merge(.O _df, on=[>�0], how="left"��6��_E�=)�f� .getq�s_for ��.�X).to_pandas() print("T��%�H preview:") displayF�.head()md0The generated58 J0includes: - )origin� q +(I�,�> id, U�) =%�-� - Oure�ux�� (yearly�\ and&� <) ### DeployingA$Produ�� To d2, we ne�$o: 1. Cop2# definie�Ta�X` Repository 2. Apply them &Hlive workspace 3. G-K< an API key for ��$ng Here'sD� lete� rm code2.#&_&.py �5�rNO*..types 5  date!�)�deltagIv as pd�]D!3e�schema�(our requestMaa Q*_= R #Source( @=[Field(��$Float64)])�z We expect!| rece!}aA�a I� @r�]qU_a�sus=[��]ŚUse�2��inputťmode="��"5$We'll writ =^formaAW in P���dQ�,=[Attribute(2� ��?", Bool) �a:outputH ) def s�2�(-{):("""Check ifRBH is over $1,000."""8return {n�:Q[1� ] > 1000}��Y%U��)Current. �� +b�6�ẘ:�9���::��Q�Q�j�J�=m exceeds��'s 6Z5�M)mean =,Rf[" @� "] or 0%6c)|M��>�Y 4�K:$":>i>.�A^�c_�0 �0 � =v1s,.�-q�:�]A) ��fin�7E��� cont���� batch = B�\%m �s , 80_config=FileC < uri=�� { file�mat="/ {��� _f�=.� D)%'!q$ = Entity( �,", join_keys�D (, String)])�~ �fG v-$] �ewi�7[ �B� т�aggreg�$_interval=6�n(days=1) u �.� A ?� Ś_column=^H U func��="a� ��_window>�365:J)�: m .E���!AR:..�alcul�the:�.l� perd��l.[�V ]] ``` m  usp he T�CLI� bash � & � --$ ��-��/aP g� �ng&FI�s ��  aR ce accj&n W�U�1. Navig%E,o Settings > t ce A Gs� Cr�new>h� Sav� �  4. Gra�~he>1( "Consumer"�esb y) &: �$we can mak mU� &C� )}�I��ur%�da�Tals TECTON_API_KEY = " -api-key"] ReplaceC�4WORKSPACE_NAME=:�" -�.login( �T_url="https://example. .ai", � _api��=6�) w�El5-(6�)B�l cws;-D( �_U�>!"h  M!�a>� M�% G ytonlin" s�L��{��: 123"},1��� (": 750.00} &�\n"B � response� s8 dict"�apImvA�&E Notaq$1. For bes�Q� nce� p"r:�-1 A� RESTE9(directly or�� "�9's /Java cli� librarieM- Avoid�t `getBO)`6� a�Mon�I��� - W freshna�in� � UI �0Set up alerts� %�ng ��ncy 'TrackUdis� ion chang!ITha64it! You've suc�(fully builta sted,��ed � bs � �T. ## Wrap-up Congrat�( ionsjm=�-�yJhforI� u% . Le�$recap what!h�learned:�# W We B�9A basicBf c� !Tݙ��!A smarte"H aadapt�D each��'s spendLpattern AY� �M)�cb mb`.a t5{� �Key�`ceCed�U�`2-`�Ua������`�`g��� `Ir on-the-fl mput4 @�@���h&� �3�u� 4 hile maink consistE�-*lN�9Y)(Next Steps �: **Experima�E��Sow�**�9 Try diffe�* | ) �5� �'dd mory! like� -of-da�� loc%;Iq�b)D e multipl2Y�U(**Optimize a�ƍ.pro{ m����CM ᔉO T>Y<at scale 3. **D�deeperiJ Expl��6lex!�n&h ^! �B�I�%�" logg� Remember�M� $s�)�yas�4exact sa�d)U] and �4 , eliminaI he risk o�e~- * skew.�adyAh�)�? �out�oP "]p docu�)�!�!* adv��d�a���rM ces!�)#�Quickstart <a target="_blank" href&�|colab.research.google.com/github\-ai/demo-notebooks/blob/a{/)Z_xH.ipynb"> <img src�rassets �d-badge.svg" alt="Open In C�\" width="150"/> </a><br/  Wa� o see�� �� do?Ht\10-Tq55, you)�a stream�}MO pipe! ��� pro���- ALF��!�A*e&� �]$millisecon`��. Perf-A� ��,e$ recommendE5s,�any� i�8�xAs9�values�#����ll��d � a sia{0 but powerfulK2qI@ts 9=.(��a��%/ -�� putes run� total��g%]�` - es� �)Y sub-6X 9 W�� �L���Howa���-�68A-0t� ."9 inAEr q.1i%�) I� medi� up�(s No priorQ�Frie� !� ed - A�9 omfortabl �E�A� �yEa��.��� get �=(ed? :::tipW  yet a�? Signj t [� ai/e��](@ .U) A�aA�&to tr�is �� � � by sz�environ�=: ll% � >= 3.8b get GedE� Pre]isi8 ��! >`| up.Q@!�; $1. Install-%�,shell !pip i ')+l[rift]==1.1.0' gcsfs s3fs -q& E�2.�Up�� s]�:IC{0 �K>K&"�etoA Rift !�As ute conf.ss5tOFFLINE_RETRIEVAL_COMPUTE_MODEi!*"�a�3. Logafto v. i�*��*� RWhee��y��Uande6AMbe��mp�t�Ő a browser��� Clickut"to*�n auth��� oken4 �^ b� intoI��H4.A�ssIer]ginue &� %vsetuper.!8 !���ؑ�.( ��E�f@#�� ,��mJart 1:ars#��9 q�w�"ɣt�� �=E���/." would!�use��inUw#�/, case, where�T"w$analyze�"� to look%& anomalies"L$w"� teu� aourz$ willAL�om��h�g4handle it. InM�, a `Sm�`͏s7R=% n� it as aAne poinI%���� �s both��� % vthrough HTTP-��&� UAY�AX��"V ��Os�,bas��W!w�t one up���*@s_ � =Md)0��J.�#��UQ�via�R lb Push��(2W%�Ba� fill� ������b��"�.��a�&:�2�, �� (", Tim i�",&7 7��]�y -��a~sm@E@to id�a fy unique7si�=�8ځP�&e5 we hI�%�s|Bn(2�cs N� !*.� us.��FView`��ich let�4e�TrMM�a��inY�j �.��i �.h J�  !<�#�J����.� thre�Ps%�e last�'�_ver�c�vity,�?*hz($short-term"|� �j+30 day� long -behavio6�)@� -���s)�=JtHA�� {.S# L=%N (�N$)e�&� inpu�}*qsumimeFdN� �%��$nt5������V�Q�Y �����A�=301:�VrW_�s2w�b"# SelF justecs��� e$e,� ɠJq X�xO!ftg����ab) iJ'at�D42�, right away �*L���s help���i7��eath�is� as Cc� bef�t/� �'&i2�i-P-8 R� i,�"��66.�.% Ls_in_r(�_ai=� @(2022, 1, 1), endR")I�;� ( �na(0)�8- ok a!�e� few� ults�"S��:") df�*3�*E2�pu�=VE��%id�,-sum_1y � ous 2�"N30d_  0 a$2210887384e>0.0> 4.55 : 3429.12 1_41716460VG^_ 1.97:Z 2048.18 2 _$9757807451>Z_ 98.3N_12365.00%�G,s�%��5w um��}F!_"���e�see�[i6� ���(V�a�ew�"s� us capt��  i"$�� (1� 9)$��#� !� ��er6� (30| *� 0n'sX ��� K�1��/ atar w��`th!sq��#ntly!  T2:�4it� ? w]!�]+cir p�- w�=�h�! y-o ����2T"u's�3�-.f Send!�1* �Q�I1�l� triev�2r- "��o"G#w �a&�-to� �_b�Amis �-> IYs�1�� �-� �Aurely2�"random2ri/.# b�" "b":�/app/�s/&$s-and-a�/KiceB$s 2� >�":e� (_�"6[#I"CoL!XAJ&B�R;/A�.re cA�o/1=objectsj#"Z�0s =�"!�_] 2a-�") fv/ m� �]x�)�� �Yd ~�� IDSn�[ CoKa�1^��=#" + "".3#(I .cho�(g!8ng.digits, k=7)�H"�d2�:"N,id��q%sim7!���.�!K1�d 5.we do��,m@�r1Va"X m���ura�PiO+!-� ��#Ns�U��&]�:����$�1avail�� �r�DalgPi~E ��a '=. Mrd = ds.�(.�$A3*�:!X� (.utcnow(), � : 10�$5�!�r"&F �eu.fe,��� appen%3*�s!&i = fve >�%A��&�6 �":�}�4dy%� "\n)��-��-�sM�YMɊ � hi� Z� �7370526'gf$.� : {'"Z'Name': '�H ', ')�MAcs': {' �@)�[2K%=�6Ce)PRecord TC���1'}]}} Z0 {'a � .� 'M:, 2#. V#6� $}%feit��A3teres:-e1"�h�!t�4&k"� �%&� �sp !��F&;X sd'5�6:� � �mos1� "� -),"#�%8ng sudden bur��ym2 71 ��*u�Es.^s� a' qioonfo(n� Jo �2T 6!�$s]� @% -2�� understan� typ�<A�)Aior� is kind�6�R��u� $incredibly*��- F:=system!�at 0 spot unusual&2k  ��ly - a&�  engin!jS'��2�6�- A:� I�)��7� aUtce U!EE� hood�ߥ9ndl!��A�!* lexity ofT�,$�B�Uion�aɟ�?�&!�imQ� manage� - Low-�);� 4 I�!�.�!�d� �; �"p .� �AA� ,$e"+ e `�� )` method4 r"�+isY� ! !9 develop�,"A��yuv�ts �[7n the ��.� wrap�hm��� v1 mplished' �G*ut a%\V5|2�"�%���*K�H%2J�\�4"�'.��",Q�$r�"6�*�!�E� � �)A@ �U=aDwiew /I�eVs#F��- 1�(vJ�e$m �>�-"n(���<n<A�m�p"�6;  2�*sve�#�*6�#BgA�93!V�� !�-ed.81W!d 3a*)�:�_uA�+�� �N�*l�Ms**�.Tr^�*94 s (mean, ?, max!� -)mV��$�� �%b�6U�U�%Cv*R)!X&�/?**�  "d-�� a% AI�=!!�:$���-A� "�%sB**-�g�="�%��*B�"F)���d�>��&Q(��_)�y� ,&%��$trial 6"%free-%%�@%)��$ Hed!Q--- sidebar_�>ion: 2�A:�_---z`=*�� �)�\*�\*�_a_YJ _AI_�?M%.�o*�o*r&' &'' �'''' �u�@v'-� 's Web UIC'NBAEN.9l�o� fast?"%+g���Id A�au.i#, step-by-:�ar&; ��9  ering,"� w�E�+rv��p� Y� �"��.�*do� � "�?E�l�Eto `,m)or � @ heavy infrastruci . By�g�x"��a�P�)-styl&%�[ yop)&� �*�C . a~ �.�*E� �0D8C�a�** c �%]on S3 pull�n��.�.�**�6 D&� b +A[���"1��,j%b o�,�in��d/..�**"�D�lV� .�suA!�y'rv" -in�cor�5��&s�,(sti�3gress�$E�. 4�0�T-ɳ-s�9�iz�M�s bJ5 mate��izA�.� # .H e. 5va% In2p�"' s lMI.%�run9. on>�Ah# .d>�,e�>�i�&&�E AitetFo-%kc+V�u�E�leakage5�sS�3�n's1H~off/%T*y / �'r)��*P �Pl*� API �3�Um�E!�~30� !R�a��0: Ge�; SIu !s*,RequireNs ���+�,>D,'s SDK��9w:2pac!9B�\,scikit-G -q`H.��J� design�o��%�A��+��!�� �2N�+If��[oQR's�e"4 tier�i~ A�<URL as `��&�+0`. Otherwise,{G<it ��lrganiz�'"$& URL..,,�~ : <n;, #wf%�ediP,pr0,A-,al�)0b<,��,�N",B( F,�WP���&er�+# -Set5.B�8J4.�) � -�A,.�B�'lQB,� 2f,&H$.R6c.(�A*�'"�' ;� �,e�`A5�c�D.6�:r.�A� -. -"X � �����1:M�����2h& +���� ��+a��bucket��N a �4 peekN��!�H�I.f��N��N .�L�'~.tail(10"You(J%a2 ��L8: <div class="!s-t� "> |� |EN* .|c r_*P"|.y.| mer�<t  _laong |� | | - VFFB>#:b��118280 |2025-12-31 18:35:35.552987 |u�P&�"�O |7fc4ead916af497387724f04f03a240a |Summit Auto |89.024620 |33.026282 |85.45| |1�16�89:15:30.052654 �89868057=�Ie76114f89a54b70aee5202d1b7f078e |Denny's |-34.317633 |-20.490684 |342.00| )2>�,24:50.740935 ��4133774204 |48e6177cd8034b2f9db5d899784708eb |Piazza )t-86.847150 |-143.865275 |814.9�3>�(30:19.764551��6971829885 |c222ae37ac694c3ea9e1901ae95d7d20 |Floor & D{| |-24.253155 |104.160573 |72.82|-�42�420:00:05.888721 6348117E @f4121a75237442f6a!4@59432c54d8a |Matt�~8Firm |-3.704788! 851.185462 |1.68�5>�(52:49.64614��U7921570811 |95f566f2dcb54e54b5ea51d06f3b0f4e |Rite Aid |48.028960 |172.359464 |79.79| I66�41:01:16.770868M19399572A!�Ld1277a82bcca490f9169697daa639a6b |Trader Joe's |74.087849 |46.947425 |70.51| �7>�,25:14.221429 �33388849��f2ae481eda3a47118f73d1217665fe6f |P!8�I�\21.295012 |78.033348 |6.y�86�42:03:06.505606 �&/'� |7580b1931b42411bb92cd42208af86e0 |W~Dto Wall |28.269364A 868.851930 |11.9U 96�03:09:25.78674��1997016327 |730d4779334f43d0bba602472239993f |Food Giant �17965�\51.714236 |92.29| </div>&���2:Q��g �> ��� Ϳ meas�&a�~' <���"�: ��'s".S.*a�8 p�- 1, 3�7�..E�"2C�~B� 1:�A��L"% � 8 �C � declar"�< ough�#�`Zv"`Z  `_`�~Min} K2y%=48$bx+F 44�&*��3��3f�3 ) #/R?0y c)Ap�Cn�C�"AH" ��2 bbMdescri�X="U�8=y md!IlA�!�M�-o�6�Ss]�1a=ML[~|M� ^�Nq�*;[�1JN'R1dN*1�jrj3�j�j7�j j���?�?�k�@1@�k5A]�6R�1m\2�1))�U}�s��1�2:����*�9�SW�Jq6"�0+H� �#s� s^*:6+�p'aD'.�0 en�'6�0 Y1��2�%-+.ge*�[NM1xZ>1end�&F(&z[dN�� o��n� | indexR���_�@_1d_1d"[ 3J76Eh>= :> ?\_v�)_to�|&2j�:��R=� N�� 1519�EQ<7994770107 | NaN2�&27.89500&�1,| 190.393333/|  | 2 | 6 | �3-01-07 � � +.8B | 1520��$8041734544Z�843.430� | 216.5322R�J�2| J-3�6B�n� �1�96819426Z�38.34>�47.498��R�2j�3B �2�� 27.12�Am38.19714~m | J 49�29B�5�30B �3�uK 817581626^<313.57.�| 224.09�<R�q<2jm2FX �4� 468871048Zm 6.12.�: 113.736665i� 99�9�� 5�%� 910278921^�43.67.� |eP36� ^�R�r 21BQ9�FX)�6� � 4178^� 1.95>�77.84.�^�Ʃ24j�5B �7� � 704575201Zm 33.3> 75.41428�BZmR�U�9�0j�J� �8�6197317b V[ 3.81�xR�rm1F�Um1F' "!�@ 'in"�2 �<��aC,  O�Reval M_+s T� NRN. Every�<�*s good! �3�J�+coP�&>�3�f�2f!�% 6  a�e�se�3$at marks w^B.\ turO)U#tovG" ulen"�l�ithose Z�"4k�'�&�†i�&s.p��i2�%: x>�fo� |= _id|+h| |--- |9999�d2a48ececaf9fdb7e5cd61dedbb�b| -d1 |060ced776ce3efdc30e1517B0671d-`2 |d545c3245bca873d0e3dcbfc722e-�3 |f57261485341e0e2688eb2e6593dfc5e-�4 |bdf818c462bd35e90f2598761ca3eccd-d5 |3728a1ebb7110541e6e3ab3��fda9a-m�b1bb22bb5ac768cdd1aa29139265de0| !l7 |0b56bb9091539d0938668a893��64a-�8 |7d46f87ced58994dc58dc5b19641fc46-�9 |afcd8c782b2d6b0b6c15c74bff122c5f-wl dataamaps `6�`Q ` (0S&1)�V5� 9 .> ` so�B=row has�:E�q2�u?�%�c2��)k�)kB�j ��b ecRM�ٟ| 1}"0r�n2S)A�0| �<5476622522| 2024&UH11:10.528279| 98.92y1 ?3479350B?4$978084| 1.�"2 >93150{>>2240127352| 39.41}3 ?&�6?P9:14:17.889205| 52.09?4 ?&�2?T20:48:18.848095| 11.86?5 ?&�6?P1:49:56.180387| 699.0@6 @ 8816492036�022:37:55.1296- 2.18e�%�7z>3�23.64072~ ?8�?4=?0.��9�>p }2.AW1&��3�*��&�lS+�4T�>�/61 �.�/�+ b�r'm G$a `� O`2X�6$6/��rz�r*�e~.�y]ir),2" �P.2"*f)Co"*& Set ��<u% omat]7ly�;!A vel"��f"�; o6C�/�ʅ� nim��.�P e�*es no�&kagPB fur, <&�<1�?�;i-_"e+�2�a ��p .filFF���.s�E(5�#<b�#���!id|�&* � "J�_X; mean��,3�,�38�-��, YR�Y - �6< .H N  |0 _$1028747636�#1!3 08:42�O$68406|0|77��0.0 �! I1�N 0157I�T3:27:42.566411|0|43.01 ?M |I2 I56<!4�20 13:57� 0832615|0|536.VI3fI�$,13:41.535067� 2.16 �:�4 I 755385063�<05 04:19:08.7821%$9�#NI � we�*(�e� a^,!:? 4�u�  a Model} �/sc&z+'s `Log�.R"�.`���.icityfX+r�f�E�*�[ML zd+&g ��sk�+.p�\�) ;_6+i�[)SA/Ir6)prepr"*K YOneHotEn�rr�)XkrdS`:@w8# :Co�j"�P>.�-ar_�/3F<6�-_s�L�/ j%�_�._split25%m�csf3ing�drop(�}j, axikN X�f 8"� " y [ ] X�$in, X�, yy�  � (X, Q0est_size=0.3,�F4_state=42) nuE@{ f.)%_dat(ex�)=["�E"]).c%��g list() ca0Ps =ZFi{vvF�A� =6�(2{0Eategy="m]n")>^h�RM�26�R.dtan} fillue="N/Af2�(h-><e_unknown="ignor6rsparse_ =False\M full�B�([("nuIQ!��, (cols), ("ca��,  oE�B8q,J!(max_�1=�sF) U.fit(MUz) y_A=���dic-est!Dmi>.c�+if�7�vrt(I�X N(, zero_divi�3="',fn"|�cA |I;�&| f1-sc�:| sup-j� | :� :   -.  �**0** �0.9g|  R � 2707 A1:A8wA3�A4�NA92 �0 **accuracyE  � 3��(**macro avgA0.8�6;�7p>A**weigh�F C!0.9�! ) ��e�=ll99��1!��&,eMX �jim. A�is6, v7\.A�a�w n beUi " �Dhyperparameters. OPa satisfied�W �4>m5:*�<�5Y0P *�: ..'&H6L3 flow%(vol�@ roun]f  Re�;or�5 Wo�zR1.*�7)�4C�fTC<'sN2�,� �%)Z �":5�J�2**oZA��K2(1c�2 team!Torgd{� ^|9 L�>Y:r &D7e1�)S2�5P66�:� �jE�L, (Free Tier)�; kip ahead*0con J]4;� !�l� Qm �L "tH1..�4fol�7� ;�Fo9*%5> � 5 � ### 5�lk� *J Oga �Xi�}(noM1�9�8)) �"9��rmkd�QN-M-repo c�Lނ6 touc&:�| = �}� �2: En�1 M"9�5a�` kA`�mpy) I�i� a�to62 , ad�Textra y� t6�_�$o �]% keepiFF~��5,1�kw )9�+5f+5Gnsa8=�Xx�)�+�+�+��*��*��*r�*"I^�*�+mZ��*��*��*��*��*��*��*��*��*��*&�*� ogv=0� .��M��rJ [0 [P����=aA8:�-�f+�f+�!�!:!5.3&�1nd� �a&�  Bwh�R�0ɴ�1n [�-org-f1]&�='&' 23 2.-�:�+g{6*W{ ``` � K"VE"� clusibWW ✅= ed 1|?moA0�D3 Muwo@��9��️ R�nU4 s: N�st� und.` Coll_Zng�s&_ode3? s*porL� er-� ��/: IH a�B. ↓� Plan S�@z0nJ+� BV 2.>4e�!�:a� *s2?d R4��2,"-�b48 7-*�2�2# P��.��-R�22�)� �4l>�����!n&U %' : 11" s, 1+urrAp�: job9>'% 10 �#$s 2020}&&& UTC� 2023-08.V%wri�$� he &%Sto�EB12tbXto2&r+>s:^x�s F�>�>�Ca�1�R-")� job �`d bb 1�7.��m y7Q1 ! >4z a���~i� End �+↑ GS& ed p�IDAT8d01ad78e3194a5dbd3f93&>d71564 E��B7��J:f�/�\V�/I -summary/���tOv\�B ,oHwar�:1~:�ZpF:�s,n�AupAm60^ond.p paga!'M�re:T""x endp�. xj$��(V�)!xa "B"/*nL�.�r�a��:A�s �'�ninc͍sts. CarJoly�i�Oa5Zs b4e妁:4AgGA\os;��S+�to:b�8? [y/N]> y 🎉�Kdone! .�D;ReDe5���3�k2� vi�y- K�qoff��)to popN]�*�4 \f�o�� onward.�Schn �JbF��o>R6:i�ngQE�"'J �N"�FletdU Bg� ps)miB_x �oV's&4VorpH.�D�y+*AHTT�ofF62����� 1. Go!T**�� ** >rm+�% � �N2.X�]s 5 a��savEqs A��Ḡ it “Con��”99sSsuv�2: WrM@a Hel }Fun?5F"�s�{tH`!�-a��`)tB�keM�i/H��VW��� (`6)�`��I4(`ACCOUNT_URL`�d&��vf , json d8 7z 6"�(�id^8�uAjw���-���6�a"V9I���.B�IZ;<�er�{"Author�I��IV-�c�a6�} A-*% = f"""{{["^ s": "mm�#_�tz�j"2*�_ _mapf"-�L{ }"}}�"meta�X_o�= �"�� trueB;Uq'h6�}}U}}% }}L� JA =1Fs.post{url=f"� {=� }/api/v1/-H�*ce/getz�-�= 9!=.� ) ��lJ�.a(�`x6)6��lRu~�O "� �u uQa]c�� A�%-�A� (1990251765"�aQ�~� if "��"��G �D(<ph�Error:����m��� 6B-< $us.") else.P 2h[�]-IY6�Ih�0ik-;�i^�a�`8[None, 14.64, 1�C67, !'2{a 3'] �`#!�!�JX�i���~re~#!��!ed�RR��Ė ier.�j&�#, Ti���QiQ!w� k2�'��]<�K���@^�"2]���! = [f["�g].��,(".", "__") �f�6��)"][��s&�aUa<Xp:�F0 (�pd.�Frame(HPZ�#s= �)[XB"]nm�� "E S)[0] �1� =e�' I�*�O0 =!�B �ΙE�A9 6.4:!"NIG a$ c A� =&�T�Vm�ul 3 a ru@��VaY queuo alert !�man9a�. HereF tiny"�[sdecide�Es/fai� ��.@^4 uate.O:�J�-SJ<%�is1wed_�� :9c.�JP�~ifRL= 0�QM"���et}.ɉ��N1denie/ RBr����Ry"�S^h`{�5� a�bd-to-enFl AI #4 �!������U.M &�WEBc4Y** –�qE kw�d��n�h_^ :�W JA%B�t,W!G-KiW�0���M�(ASFbyW aIN"�,>�W� M&A!`��& sMcWdcLaN�� n�Q� Y� s vi؂* �.X`�I** �s**�)Ɉ raw%" h/��Ł�`� " ng -!�ime!FvelH�U�K� #W j&NR[��. f�Q"U s &=C �&�X�X AsI�minimal�j Q:�R�%afMM&e"�d�8up:^d� z %`.�`��$go further*7��" 1St:Z���*� �?�*�nt�zthey h.k�Ru�&�!�)�%&&#:}�!aiZ,��unit �&W�Ui�"Vdj܏!��e���*tab�H�D d�"14��� qual ,"��( m�!more::)dV%���B � &��,��] disc*��]ds�E$ntrols—a�eB��a iYle� �iuݣo�MLUq.� ~`R�#Q[Raa��M�)$ 1aen`"�$!G� �xer&�lI�  mach�E&!����� �)n,�tisE�3AJvid�Fntext onZgseucŀ,=Af m�;:�nN$z ��92 scenario%�v�$relevant d2!�w/��-TZ%ȡQaili<y}�#�x�k DM] �6�g�AJ]K� velyEI4"o� Q�n�]2#&to�2!irAA�(.�kUqo��� 3 re�]s_N��&}l� e Te�lM6Jr1!�ơp@%�or9��������g�a.]�ARQ�1�~�!� ��'e��=� �ɥ:s� ��` `s��a9 ()` Ic. oZ�"�� ,Q� an "%gs"e\� ��  6eui��x9)R9 s 4I��dI���� s a a� gE�E ǡC(�ed onEsMP$w c��, mea�n�!65)LiaH(advertently��See]�s�a��E�� orae:I"�_ �?� &� )�b�&|ţ+K!� 15ɔ�� 5i'rs:�_�8No�Co�Lio�y�a/k�A�!gp ��( �e�c�-[���].]Sub1Pb�_�j to 2{ Or���Ito i1# i0 asynchronousv^-�7"�"���d*2 O�Ka� C�f�o"� i�j}I(� &� ed�E^ e��Az˝jb,:�"�L)`, 8I��o�n `Get�Xs`JMeQ�heU",*��1 �is��*+����he �*�ar�u�-�,��i&Vl�c{"tL �qconstitu&lB�ssi`�i^ `-�$ ` (w��%� ) @:(!6h=K))J Y .[ : `2oNi"�-/%i� )�(.� 6�*3�)U: ���yd omity�o _�-`16o�tE+F�2` :::db�r I��J�i�:}so�qA.y. I�:t sl� than%�2�R���@ h"pba�.uA7[D��:::�Y^Y!.Z j,( is **not**y4nAr%�4*gq%s���W`�BFEI� _�a���Ca�I>2\i� Z aA�ND b*�D^Dsp�ed .B�� In�"3""� Rl�o Ov�ewo scop��Te$roubleshoo�articl� v��.diagnosjp1�Z ed a��?f !X6.?) ef* �,� >��0��-$c�Fwhe�F � �:AQ pre-�u�� ��]m�fer �#9P,It ��(× s� i� rw �ResoluD It!oftenvicult�P� S 6E��t2 i5�F�v�;}�wly�l�1h�1r $ �4r&�bug�r iss���s!el!pr�O �9�jpossibANaus�^�I� ��TNa�3� zonA}nA~p��S0**Symptom** :"��@A0!y��day�u�5�g JEx2"�N �'& as i}z�2� � . If�pas�  � bu�sE^��7 �yFhei!:�=�M| ZeC� � �2�5 `/ `" fram�fq �9# Qnume�y%#04in�� i0�db�3probl�C�r� � wrwactuaAH�n�p�2��Koc��*!-E�e|��uUTCY" **y%EB�1Xz� ~m)� �`!_delay`!�-��$o�kZ ays:- r/�-Q �zy��.�x9�%�A�A�tel�-��ja%� cer�"�)f%!�a* E��# afte�� O n�!�A . So,�}had>� of 2wca�`u)"�.`&L("�zAg�R�%~('�atQ 02:0�( instRofyPM5u1 r� ��ž09wee+(e.g.b6X&� `�put�""�  ("�>& ). A�o�56m�M�e� July 3 01 �,!�a� abovAJ �:6��m�a��@di�V�*-23:59M .8#�R #�*�eJ�!���E39�Z����/pt-�’���aM2���x j �Ɓ3%RA ,-arriv�aE��S��4b �!�M6SDK )�,N,Ps���H .g `t�`2` vs. � kE ` (tiled).�4��E�v&'gT;��a�%aM aggrϭ"t &m8=`&W8Axe�!�s"�Ma�[U�cInI�“��&��F���M�!m!�D rollPm}*at]�$((J�ka.q�)� u3͊�ݝ�is���!<�U �A5V�F�r"h/7 b;�enQ@#X>���# �i�� sum f4�71Qs!Rof � Nma] ESia�M��2s !�s��� a �Mt ee�out]1�#V�W���woa�~#=C AK��prig}��vE.7 . 9�:%q�e8�XJ��\ 20 p��rn 2!�� � won'N�{) 70.:{�\, �!��2�e�U�uv)��ts���<A*%Ry | #�N- � hen-�Re� s!�+C!%V� �6�Y upse� 8B� n5)a<" suma�(small) vari� Ja��2a, *Di,a�@e��1hBsI5J�s"��n"a���UsQ custZ���� &{ )�Bfr2�&>������,� op�Gd����~up.KA� s._4!C�ruc*bMData z"��H  easy`��+��y:6�ls.6�"�/"�v inv\A!@�y��s**^?�!� ]�cc�%J4zF*�ba �?!�do�  h one.m!S�H��he keBn** %�achqf�A�f2�)��sAE=>� -**�v1�2Fz�.7� by g&�ha�%��8 1�o !1� - StepbU#!2�݉� �Pr�@q"��-�S5s�" !�>wto)iaa=le'k��3���9�!.�!^%��� s�/A��6�|2,��n1!�2�| �DӼE�B)"}3:-%�" R�Nx)gV�by�&r�12:.� J a��/�On}"or�*in�-^~- Must��� O�, 7"-�7��� & �) �JA���-&�Qt���!!�e�QQ��- L`li�Q_A�._+.�}��rK ��A��$��Иll [**y���apk) &�www&H;c�g/r-tr$Iml/�/Why� �?� ��N,)E;bSa &% =oZfair g�x%FB�mo| �u�be  d. A1@,� odFoA\�*�Ed�!�h�m pastOM delslbe�iB$�)  !�t��well. Fa�9h o soUl,�nf-9�S|*(�D ric�����* A not Q"��T8"���ira� s clo4t3�H� 7" . !"�T%zM�& -�wn�EJ� M�l" /���X6��r�$K� �B� �^oj �� I�I�sho�EGmp�s!�&.i��59�>ZLsy&��c ! [T4 per-  �A�eqB��X.�isE��" ricka"&#�h$Fortunatel_O��s ��he box? �� . D"�9 �#����!�."��y!d �%0$l " depe�8��il�!�m$��pproach F �%u���_'�zИ 2.2Ma�� G��2�JB is�0d ;��*5 �#o�eM� &Ie���q�%,���1 F�b&�;a+-�HA�~�u�ima��!<�� O�nuJ�!�9�͙T �!M7O!.task. Puw!�h�;�A�asM0�ĥ�6he�����"(I0�2@��*I2u0ad_ctr_�g�4 =� ?�3name="V3�4d.rAF��� r) ̀2st��rE���y. nE=D��,�7d�  �_]W*4��V ad�#� inct,c�]ND:.�%� ry5 !����,��or m��M[ -�=�E��A!� I�] key�NitAnv"y, "9 A��C�#y�`I�P �1�. �+O�f���of�����s� w8ll�=_ b ## 2�'�B��J!  Give�6, �.� ^ � y9��'s�5k�o�%M��^I��� �_aey�%Υ�%�S ied_�wHn�}1@arl��:�!�cA�r �/ng) ��als 2�in��p�el�&!a��<��r2Xe"�belong��!u1��w�B��c? �0�&�two�,�2!c�PaV��B AE�7u�+A>6E@ `2�s`,�];`i�d%& �Fa `�`!bo�,.jeag@U+aifk U )�!tk_� n ER�6lih�zEJJ gI� �a�p�sq F�Chow��Iyl^��� a}d %�v%AatyA�c i.e.q5`)�d�ir ��5b�:E�� / i2� �QH!�a(��)�J��:KHe�d-Nb"� he !�?X� \E8in5G�2�A�s�B� pair,!.}i"�-��i�G�eq�� AEhoS%6*�a�o ����a���m����/hu���k�  :mFm�6�1E{w!$sql SELECTN A�"� s.mb�B+V5� 8VT!�s#< IS NOT NULL AND�((JULIANDAY(J7 ) - 2!.��4)) * 1440 < 30[)y %� FROM�;$ LEFT JOIN � O &1 =&AND./%*2-;/W[k)�5�ar��5!��*AGuv�L>�<t�3 <tr><td>-� </td�5;%, /tr P</]<tbody i1 5td>100 20�`5-28 10s�0) hRO2 )td:OR ROBj��� E� YO</ �</-x Pa�"��:F A�=���ll�2�&a�lp �i���'FB�joi/Dffect"� �3"� more�1� 3��2 Chooͺepd^�����21c)�>����U/,��z/� �2�ߊ��0Rin � � w! �&.2�ŷ���r;r�au�neՄBZ�.ymlb � �U��Frg�`�< k. Actc���@�WL�n'us?Zsp�5bbX!"�l� car��5$h�0�p�ma� ��x�#ax��app�@9E X�H�4 �� ��-yre�+��Rmad�@che%lrs-Lex�G messag ��#�.�N����|.�Y'r~d� �%Fa> g?:�d[thM�of.�m ion,�,kbI� work�.W� 1l��X� 6~$y#� L �q/I'"o������� %�x"�&<�k��sQ$)� granulari�A��I5�iB\ prox�Ado yA rearchi� A*a���8tag� jo. Ult� ! A/%sce"$�-/!`�is ��/o ���P� ��'. A*t 1<5�/"< &��[ofxa� �-��3� �`aC�T\Rn'�t���� e�+d i48%�.�1� %�A=!D6� Ij%;�est&]��s �� okupER�in9adN@��a��4 �:�**�>�E>��_**Um�ס ima~<�In�<Cno />�' �*�  .nan AS OF%� (also n� 6�!��� 9+Ig�)Kwm� `_� ive� ` (c�U Z�a�)A)!�-s. A2�i��{A�&�%;�c�B!�%�.a-�!�rd `r�>R�+�� #�!� � �� rU��los�5��1r� �l�;*or eqA !'s�%)e#�� ZE�a��s�5 ��e��*�! i;�q;�#E�"(Mnqalways��e�& ��z5 P�8'q_AJ�m�^%�nU'�/#�,jf4�J@J)�Z[o���2� by�^�<W!4n���Jjob (2Lr���he >�%eh2^((M�m[e;+*5.T�s��Gt�r�:7�7"3 8-8Ni�bui (���.�')`���|f�aN -?�($_p"�j�Gr5d!��u�8��P.HMode.TIME_INTERVAL`r�qen� ���`a&�#_%(�8��>�$CONTINUOUS��M���C.I�b�$G�%�! |E��2�w��Vbr���s:�dad�9���s �Hv�#�"n�+"� 25=�w�����#ٗ*�#2G#J"g H���>�N j?dve�o�-�!v �a2*��>N�* ^v��M#&�Ql&����:Q_i�Q},��-�sRzK[ V���7H,D �{��L" �": [1�^2]�Ii 0000��001.%�E���41, 5, 28, 10, *F�f-1�. 23, ...�%U�1����f���Q) f'Lws.*�.�(!+�&�")�d] �L�K2D2�;I�)��KQ2��>;�*�Iqf`.adh�UinY .Z�nd C��X�)*>:I�e155Q�� �r6 "�/. I}2�h��D t.�� S|iO,{�a�� at /a�a�s�at pC%��|��=]�A��%pOV#r$G��h� �� team,LO�F�tav2b� i,�"]E2)` �y2L��q�@E@�.9F1Cha�K7a2 X8% OT$"�8�& uqf defa�8Y/r�� AYP'� ��al���$E e&�̩�V�"ƭ� . Ƃ"�+!*��anb�9Ll�F( ESESpark� ,�� � 7_��6 +}�!- &Eq2E>�C�so�os N,�B-/&Q�0al. WAXE�capabiI,qDw85"H�ud%:w SDK �n/D�Rexecu�:�qu�A��a�exi"�c�(D5 a) -8 �$� -Q"(�Z3�b e�!;o� 6vlymQi @4VO �N �), u�-�B� a�l7 &�PG�enUaZ���:���.��Re��=2=�Al%�(����� globA� figu-,.@!��/E2)�[!.co���� **�^TM�4Z sZ�T�@6L`A�ra�� 8all� �̥N��sp6�7aa (`pi�����@~=0.9.0b0' [--upg��]`���p) .�sb�"�6�&�qe"�C_s�O/` path �3�wS3�M�^�l�tE$AWS_ACCESS� _ID`a��SECRET!�B".� v�1� Dž�-5$Snowflake-��"�4can�LO�'22ɷ*-b�(�Y% �y*% � �7A�?P2� &.�Va| ��&*�Fbe4%?�d~, d%2�^��nhn�".�����W.1��� C.A�r��n �4� ab��t�`T��v�` ��Ga�.B� � un-2���^t9P2�&jL �__AZ���2�m�fD �*C0@"�- %p͵���-� ed m>/2�1�E=s�"Y$����mf�ѧ9���w��%���1e 2�='�5'a|"�nGuJ�A�؊oE@bp.yk.q �YQ�Y��.xE#J*Ba3�fg�9)nKSDK!A|t4�O.-�1�a�Q1.:�"CC�dcbd ...)`�3b� � *3. `run_89f�.Z]0mock_inputs)`�+��,�%��r?A��c��6 s�&tho'some  �'learn/��&� m%1Q ͕p2�.s,2� Z�tic4 &dRAEY �655kR I&t> �y��a].�H-2�]��8`�/>NonZJ��)q�P%eb�,t;zQ��h%+��� ho��y���Rd��>3���m �on-_��rOD12�ɉUs�sbyQ���y�� kl06e�iuAy s�7f�!u�& ex��� u!@A� ` �B�=9�k�.:��� 6��� �forLQ*�^t,.�s ��ye��� . �R2� U�f��JѠ,  }�`�] ��T�� S;7����e"��A�6ŕ\�m� �A��put `�` �sive)%�`@�` �.EG��`E"1�useL�m�28Y ^.�7alu*�rs `}id_A�` � to`�7���Mh��M��O��of:i!�%'A#2?�ϱ`[ w�, to]�e�'[��Ila8 t�yi�y�xsam� �F�� b6� "�"?w^2�-U4m�e>i8?a-ic��e�i�L �Y�����)�P��X3:Z�5aq ��do�9:�r�Zp b��"R, !��~!�a��i `A` z�&Uf��"x#�Q : !E��N99e� G n-"h�2�s**�6e��cea�$ߒ� i�XJve� ^J��h�j &y�\ lu�Y`ttl`!�W � 5exp�80$��%p>6C � >KhO[ . !N2�E�=ҲM�}If=be"�9�s�!��+:B |"� %0� e�IF� ��&� ��+. *A{is8i�{`f��-�&h��z="� day 1), e,nd_time=date �(day 9))` <table class="tecton-custom- �last-column-left-justified"> <thead <tr @<th>entity_id</thFamountV(_valid_fromr!toVNotes6</�e�<tbody�� <td>A</td 5 Day 223hExpires due to a new event. $Ff10 'tdgYu�:gTTL�_26_72m8:_��Y�9g$May contin).be %� beyond .>�</-�</E�> :::�note For **Aggregate Feature Views**, the fe 8value will ceas%��if: - A9�$ _enters_ E sliding a lTion window and changes+#ed 2}.bn oldI( _exit�bstops%Cribut� to :r>p !Non-9!@Example `fv.get_ �s_in_r�(startJJ1), e�d�d�d _sum_5d_1Z��n�n�n.n E�EheU�I�>RJ��na�6��9f+�a a.�A��3n��`.� withei� `10` �i�) on�u8, but6�Asam��ue�2@�!q e$remains un� d t�i!O����###q�6���m� 1z  2, w��$use follow!p2 , that comput�s based! ,User Transac��4Data. `user_t_��0` is a _Batch2k�.at sto�! W A a=�zf(``python @bQ��_view(~descrip�="��$ metrics",, sources=[#s] �i� 8mode="spark_sql G � schedule=R deltaW s=1) Q �_N62010, 1,�; ) def!�NP(.�):�(return f"""SELECT F id, �stamp, )�*FROM {.W}R```f� _agg��uses TeK Managed �iions toUrA`sum`A� `max` of� � over!77,/30 day �m�s�5]5Vn�L:Lion_iVval�RERA!E_field="M�M�s=[01�e(fune�4="max", input_ =FQ("IX(", Float32)Iv_�FF�m�ini7�i�i30~jsum�<�<�ii�<�ii9<]z�r��.w 1: Observ.BTrends��,Analytics `V> @)` provides accur� m�+0s for a givene� y 0. Each row in�,result incluP�Fa� period:[ are X Lfor. This helps us o�e howJ8� ���i which can) usefulY tes� , monito}  a- al. case6� # Fe3 �1 1Ith � �M = "�202�G�J endF2��J�_)Is =�N".V��  * end)bpagg�t&�x�"6 display(z�) 8� j��**h id**"�**�'2*d Nto"(��~1{28.26021-0 T00:B10:� :g35.44�Ktd>�15�gg>Kg2-0>�f�&�42�502��g1.1&L1BJ� 1-28�f401N�BLhn5Js�i}��mmm"� ^E�v\_max_1f�i�&7�&30�'k�s&�s&ns�T�-F$ !>&y7� %j�d*�� 202AvF�I� �c�`null`��V��%�>�.���b�f�::��>����*4� *��B.���bFV�:3%N�>�.�>rfV�d� 5��6 5>>.�6�$�:V�:%z�>�.�7�����NF>��2>���:!:�::J�B��3>�����]Q�B���Ƣ�&& &}� �B �1Fq f@�*� �g2 Z�.�3�0:NV�:%2��.5>>�.�>d�>:~��%2�-F>�.�9�F)Ff�::N�>��B� �N2y� 47-FB.�>���>s f%N�>��B{����F/B��nJZ The�s �! fU�now�visualizdo� R t�orZ cked�*�purpo�!%� Graph 2,2: Point-in-$Joins You� alsoT�fofj� to i�4ment your own �# p2ljoin. WHn6t�by buil� )afr��: ker!�#�@+u�<ould lik!f��7� forma `Z` opera� ag�t� . Assume� have a �! called `B#s` ��t� �!�� Z�rev&�.�%j����m<y�����10T12.�f& = 5T01�=& = 02T12UfzF= 28T2V=JM�a�%�E�I'�r to get:\Z� *�#Y�i�" "}n� bed above4�eIA�outputv�E�# 1 �S =/$s.! Bg�(i>.U� >=F,.&n)E�&J:<f9to>72 id =No "`((", ).drop("�", to"DF�) <If�(��~��*\���&n s6�s&�s&Nsy���2�;*� � of���tdH� *�fFBAtd.� * V 2m )*�B�!}5 H� � J�}&+is p ,ally equival to:O for_��()4## 2� ', ...))% `�$�  *$`, `Stream:Realtime: T4-` and Sce � # Ovew �method�uX%to&�hi%i� d by��` n�! � F� F ?d�%C %8k+� all�}�: : { imN �!.Q- mbin� s id>%fyP I% �V� F� �>t speck.�ftoZ 6� $-travel x:�&-\.E0 more details�&�Q-�Lworks, see Construct�&i%�!T. . � G,ret'��^)'`2!'� J��Ke��sS�� # UsA(q�(GA  >��+f��6�B\).to_'()"l X����������������������������~�## run#���*�"&�"�#ck_� s�I�"NL�7n&Q$4to quickly ite1%��d$ a2<'s N,�$ logic bef��effece anyj�*6�s�&-run��a �2�� mock�z.�@rTJ�,N�, _request,4N�$_m�c�,�,/->�)ay�:-�&�-q+%& igher tha|&1t+ average.� �,= . _is_ =_=_ 3(6� �6�,{"J9": ; ["amt"] >) C["dailyh"]}�"&�"uADru �� 4^'a @4book u�S5�:.�import 07 fv = �39,pace("prod")� �."�1") e}_�� = {"- ": {% : 100}, "O-6( 0}} ��fv.Jp= ) print�� # {'J�$': False}:)�#.H)y@� 6��5qfp-~pandas  (!� �%vb�my9�R�my2� ") �_fraud_%x-� �. � �{M)�id": [ 1�C2 3"�0*�-: [��(2, 5,/0),�2�-R25).bDcredit_card_numberk1000, 4 5000 2} ).C[7%aNM�&)1)J�FE6a�2 #%uE� s={"9~s_�1": "%�}, E�` 1"�n$z0isQ�#'s!?a�� pa~ ter.A�Pw--- title: Remote set Gene %Q�$PrivatePre�2&� ,related docu�X <!-- prettier-ignore-%O--> <:N limi :s={['A�� Jobs,�� avail����Web UI �sh�be es�,via SDK']}/>Z�end�VlBackground By default, when�S2,'s Offline R��eval M)s��g)>e% o +U��l�q� or $inference, e� c"� � exec�4a p2V corr" �M� query1+8_local_ environ!�.lle�s eit�4e 0 Spark� text�a 5, proprietary , peng!� Rift�P5-only� �V$al. See �$page for �in&$ on choo��A �3 �!r1`NjHow�, >+�nal has.�%J ermsan,scalability,���5��ir s�3"-al�@lexity. To addres"s�.ller;,� �ersf� (RDG){6n alter��pproach  W�6i�H We8r� �a�M� ion,�E�9"@no longer happens)Ll�t on aPclust� t�m_5byMPIis mea� fuEimy0esuEzP0&8areas�<**Easya�(use:** RDG Ex�>the `t�5` I� pack  It%�n�<$dependencyAva �FM�reRal� connect�!P ��saIA� planH= **Pe�ant�Similar?materi#�] jobAa1^H6� $5wlbe�figurhm�8�rA=�Aload (se^1 � do i�7for a�  �& ss). InA�iI6�5Xoptimiz!��9�undE o 2!}ens�>�9MBreim��W�,�oA\split�1 up�her��Wh�R�tr���� �>(**Secure**:�22co��^o  �'s Ac�� Controls2�E�= s? a�a�pria3rol8ll!���to1�e ��eu���'�cap��at�?�both 6� &) ` (&g Rs & S' ces)�>Giy?:E� A Both A?=iL 6�s �3sup ed��`4� RDG? � C)z)L\�@MAi�- develop����r�wane�� +sA@�ively 1�sApm� 6eJ�<s.=recomm�3� � 5�yinstead�_RDGArIf� �0 you might� �:u, swi�4toO zaO=s=-Jan&$stance sizt=r!q"��bg�UseR A lar��u8(set5+o��Zad hocauas� �Bf�ipe�^%�.��d -��mak[most sen�B���if�5� kick!p6��!a�> -U�"��� ataERout nee�")��a� a. �|wA�4it- systemU(ke Airflow)� How1�Y�RQO� s O�"or, Ed�6!PAdmin�7 e� aint<Sp�?p 5 9G�jobs.e1y��spin +A�E,��0 - Does _not_�-� unapplied�&�6or�7 � Usag �# I�� argua��a�b�$ first cre�-a��%��]"KC Q�a4q�1�6A�F{��B�O�uo�pas �$A�th��`X`�m���In��u8�EA�a�bemV, - (a) a P[-AE ž?&v ��_df = m&%+:ce.�s��,!�7Ko �b)��S3 stoee)~��=�^k4"s3://path/to/-.parque�!$SX%_key=*� , #B is%]6+�,+ dM�aZ# Kick�of"�?�&!�MZ�� I����> �*4 y6 `�� ()`,�"N NhJob. �'�� Ayjob dil� rougmM _ 4` &�tnoZC"+ l [?�I�a take�A� \�E �inA�$r repo.yam� **�H$:**.?a5;ame.@set_jobIM_  ="my %�+:V� #�0 musta@uniqua� + -=a<bricksC�*C%(� _typk 5.2x�", RA{C.�Dor.memory": "12g"}m�:� _runA�="1.1.0I<e_H�C�a� **��H�HBH�2-@eQjI$- *�="�MJfrif��� Whilyis�&eO+E#Avstatus�d\�A# Check. *�e<A��� �>d�< �A&�ly,a���� relev�  �8.K�\3look up2 ab�y�+z� 2J listags() # [a,setJob(...),�c] NEgm��"3aa5161ff4fe4ce2ba0c752f0801d263") #>S!v ^1�,>���. U"Y"N" Y� &� fi!��z� !�"�* $" Task TypU,��5� m�easily� ###[W�� "C�� put� writt� S3� �nb� ible�a4 �set --qse auto+�y catalo�F���m <"p)E s sha@(by multipleA�r Erorgani�.yar,i�-a_*� 2�#�� wait unti�#ba� doneejed�le�v () 5{ r �- �=!�E� J;�ly!�?R 8 4� �"(]"�I��E�5 i> rekA.B��� ��2/��d=� %�2�"N)7��Fi� ����}�� S32�:�E !�7S3 �*_� �� set.H 5,0$ez r, API �w..#("�J").�([-���s 1eW�y aA thre �i��idea as failed�Detry = s> xRA�ut`a.�# C� nd jJE[se� 6��&�DoS ,veniently sa�V2A*"�Dd�� /&w , exnEg � roduci�e��D sis.��D, versioned a�!i�ե"M!!� %�,oA�� +2n'�re!�e AC�,�1���X )Qlwas� d� � n�&d�wo way�� 1. S)<u`u��at� es��� 2. Log_Fn�2�&�! 1 eSaved T�!w TraV 1�N�as:�s �a � ad7age �aAU�tb�/�S�u)(one central�ce.�2=+)��5 aIst�8(icN�)%� U)� o[I�"p �7  meta!� <s such�,MLFlow. 3. WVAIsg3 �"5vs5Q,E� `�assochd � -xs (eg�<{b"�]� �#) -KP!��to)f Q ull AagI��. ToM� Ig*W+! ,�] R� �*�}4fte}IJ��xleted,b��>fI 62���] s.ge"� FV�0##e ed Oi�es��>I45!��gO ntinuousl_gwWm�95 -� v�Wspons�7:E_ log�: م1 b��4 au�ng�al� d!�X:*�)�en�apA :�, s97y- a%0ing( �6 �  be� a�*}�Oifya�a�7 o&�n� � �y<4 A�r!Ke0&� ��� �"�� � ctr_px!kO3 =��(a�="V3�2�%AF�9a)�!Pa CTR^ d ��D. Q-~s=[ad_�_truth_�ere�$nce_7_daysef0r_total_ad_fr�&ncy_c�[�&-�=2()w_!w=0.5)N�P,in 60 second�Hre�ɛ��ew:�q em�s*6Q� !�i�!a� Ti5eaR!%[- �s!��dabit �y�R mins�a� 2��:�M4�W`mB  �k�d:D� .s"�Uco��] : `<>s7>.!ed_%�sts.<V�>`! "B ���%s��%J B����"st :Vv� se��!!�&�� In�)cE�wC1� B�f�:ed= �r(code snippe�low2�m�i� wsb&� ") >�  �� #Wmy� AY�VV�� >_j@ .head�#.O�� 's Ea^.^ All:(\ain& �their ">�"� a72!f2�?�LEÉe*cq�]�#I�-�� � d du 6�,�)i.�� 9i�ͯJh=<�^�`.]��P- � ��q(��.�Ei9:muA�4=st ofBn�h&2,����E�2�>�,��l.�d �ot�*����_ |= ���� eE��:JA��2�ah � a�2E o"X ��Q0�Xscrv!,�n�new�Ah## De�ng=*�?d6 [�`"�. (�set('>�')` ho? he�u�!L� cleaned���A(�$Hr��ll < $arv �ups. Pl�` !��!�J Cs,up���oI2B  eedsA�b sm ra./�<�2XY�Gws>H">H� � # O�"\D& Runs Slow�&r F�5 !�Scopef7(troubleshoo�artic�o�V�5 o diagnos_owA@}ingni8'6A��8 Som�4A;9 lu�(��'too-S��(�`le� :2$ Snowflake>6 Symptoms � issu��n manif�zitself�!̙7s ;�%MJ%�c� |Aa n h  u. h "�) "��&� (reio�7ot"�s� - Py{�se���n EMRa�� (Liv�B &=!�s)�Out-of-)� Time�*%in 5R!�AthenaEGPre�� isit{V:M Re�+ �*�-�a+Q���{B�cW�d6,m} whe�ar�tA G"5 �� pre-&�� l-e� (`oi)=True`!M*soI� �ke�0into sA��R wal, h�#�sA�posca�],� to �j� ]�0. We’ve sor� them oV"to �� mm)$so we suggE�nvestigae�t^:�!�ordt-   Isol /a �1!� (Not� j9a�)5�c"6�*�% !�aj�,�may�F4Zo;#r1�s+�!�!��!faKy:to !� ". BA��'2[&Q focu�$r :�.a,**T!ong)*P5<-M�>�� �Q t-r%�un D�nA%V each� %*�i"� _� �1�� #��p@ n>eV)W6�V?)� IinWa �� !�ns� / �*sca� cros�b� ��| �a user�-iv�.E �u"�&� 6�** : �"I;fN�%���s���o * **R�|oW��co�'�if�1�%� m�� to�&rit M $����-�doJy. �$�x  'J6�se�!� be diffice]�kssb.w�7� y"5"N��� `.explain�]o� =�!�$ )JA�B�P� �0p-he phys�a�. ��!�a�to�h� MB %�ine�ienci%��$v0.3 SDKzi 2  s):�"!j�-ɜ} _k�a�^AC�on�om���3M;� zNout(!V,A%i�llA�l �ofQrod�4Va+E�a,s�!� -R B�!�nonVYA� s (`� _ V�1e�#Q��ma well-�V.  �Hai� �and/orB���=$sE Apro:-�W E�&xacerbh4� h�oV.6x(i�. Foh&� � Redsh�2tenbe fa�0n H�and, eA�i`.F� !� )+�A-ٝ�>��If!|E�, Try substit�l�LP-�E�a_,erA�lE�{DSC�$`� si�`�"�'� �d�6�.� C b pe� A��6)! iE&-e=0) V%�"ve3 nu-aSM+ ��:>t�� significa��"��a�bw�#�-n��� an��� p��E�r,A[du�.� �%��ar�i�8��a� on)��y:{.a “!�”2ZR� )nCc�%�1�=|� � .�.��� �s it d�+!�V many kic �K3!��!`A�y <s.�pt�[_ !�d�oryAst�1 �n�/!�ns%  fa6� M.f�1schemaA�� "�<-~� ���a2:�"���kly�,attemp�/��it!�aI colleIof�J�e� mA�E.`uri`�am# �R��ifis�7�t=J:~:�Ad&G�m��F ry (�a rawler)E6n!p"z4 mrt �A�S�6I . E*�3yoac�rny^!Ie�)]Z� -�:B(.AA� ak^AI� a� ��A JQ�}E"U�b"�9�Qa+ �I�e,v , Q�.�Tp���by $</� F� 3(.�m<U^ucta ae`DatedP|CS`P%����os(0��6N AYas� cPs"�Zq�2�A. H� iX [�=P](https://github.com/�-ai @-,(/blob/main/�<�-�s/� ions.py7#ZXCQ�"a���� >�9u�U�� famili�terfas�p1!� �p� c�N A�--�:�G-.�(hood,r> @o� R�2��� to �A�� ��� cosL$"�:Q�I�s�a %� m tRCSw mill�� A\��*��t�to1�immed�!OruA<b2�]'v().sho� �ch�� avoiHj f {�$m�:YEi��)8 ��� code�& �$he [koalasR�!M./ &) libr;=iL�"ck �- �Yy>�.&� X i�4(ed <� >3.2B abov��f��-�g�>ion D�x [�$’s lazy �u�%�9�-flair.�$a�$gs/apache-%�-F-F/) !�� $~`LA�&�aqi�f�kt (all at once$p�l!�q��k�1e!��Fvuls"�9S i?!e�� �.�aa�f�ou�| �� >�Q n ex�=l! ("�E,"� ,&� , etcM�.�T6�:�. h�=����low:rea)p�8�.>+p5Q,.| T.� �I n S3r�)1<.'!9en,a�tv{o f�)`"��- `.cAx�o�r �-(���+��56�5ng.?ARe`�)�&v a\�&age lay� 0Uad��r; �.-�vd!�L �3 J*�!]B&��it�hA3f+o� �)44p��or _�a2��)�"IR uld ��Ot�Nmiz5T�:�Aat�\;QAu�!t�B;"Z a�wofE��> +e�4@mA�"�1> ;(&��)�P FlJ�.�t�be .col�>Hadoo�1 stal ont,^e.>do[of its u.E� 7 a�typp�2 100x2disk if ��H*to!�qua,(1(m�D/y$���ca���`&5U 8(5`a�nch ��$Long `ttl`z1���h!a )E,oni��E��%� AQon row�H &A�sreEX�<��anyE?, excep cerU" o+0ced scenarios ��S��ZEy� �L�D urn,�3 �" r_id�[A����d+�[ �< rE<a$\"�� upU d yeaa�go�C ttl�Y�ell"X,4to keep search! backAfr )�a/���g9�1�<i�'�; ��k "V�*8D�\A�� n’t%�*��raia:Bt ���it��-i#.L�J�s�7}9�?�� �a �� (� )�l6U�de!��HI�by�Cv!Anr9�r `P"�{��C :^*�E�b�6o&&�2�I:ha�G��!���Ae� n�0+du"k2 �i�`Aa�.E� Rl11xa)WI�enc�.:QQ�dem�Ha��Vo�(S"IAj*.� J�vs&#E[II%dh %� ][1]�H�ua X�L� )� s�a!� �.aNR�(E� 7���( a >\Y�a^ �>v>HXs�K>> �b$2a D0���,��i( a-]��h9NlI9>!�h�ct �!]�'ll�p��'* eS represendV wish�x �G)=�2�&��b�m�dCb{�x ing:�$V ke�':�/�:�s -^!��s �S you'�&2d�� - _rred.� '`�.1r�3`R6Sm.���m���rB���kAe` uRP�'F'r"Ms/" �=re�2�0E���$�� c>�)>�A�3�,I~*:�@ >�u >�;54y map�!�5i%�EX� � e�"�T: B&5fP"�.�C>F�P De{�Iv is�� , le�*ima�LwB-��# ��de�� ��n�Eo! �24 }$&F{�E�1��ou�5/b�&Â�.�0mer��t*"M2�$&�/ �*ext��lM1�*.�1��day}Um�� �hi~%|.>_id |���� |� &%N| | -.: | :nFO �51812359 | C1231006815 | M1979787152020-1�i Lf(2.595066019BO60O66654429A$M204428222NO 940659192FO1O30548614AM5532623 |JO(3.336173880FO2O 840083671!�$M389942701�F�(6.033070635FO3O 204853772AM12.170NO71175258O� �%�/�e F� N� ��� a]��E�caI�}e�N SDKe�$&"Eki`"Ka|is��aef��|�ZBpa � set2�,#2a[�8��24ey�ex� de���/f�/�,�;�$("g (Cud#B l") a � = f0 82�� ���&>=ED;T��.�jll�O��:Rv 5�d{ r-# 6bee@Jiz o(VD. A�4w�1a � l&�/�edE�5�� ��P: ��:�2&�a.���>�6I.:l �� LB35.J��;C�6Bf 522.�SFS[J1Nl�pJg90Nl�q�YF555.6 |�� �R.� a�� y�q@��B�F�4} �t;� ply�v"���Pa[d�i���1 = \��.�1x77'�%|� me: *Np s^ �"�1+)Hb�:a  2. [1]:��rNYr &I; ɛ"H����T��_N ~)/�dې r U��>/� ��>����C�1�("n*#. I �erY7de�e�9i6M#!X�7!���&$ Permis| ��Y:��4"#%>"%�y4^Soun�ocA~2t>re2T$. P G!RCon�r(O\ #8r &  "�EworksE�4c�Gw\�S,5�ha]\� ob��.. Ac �i)Vfie(3f �n�2tU& 9in( _url="j<t>. .ai",98 _api��< >")Swho_am_i�7Ou�Fi� bashE� � �Proa1((id='<Your- - !-ID',�8 ='NoTKL1D',Ad"�'d5API�A��b*�!!�<!<-R�5P�s',Qed_by�,email>', is_� v�(,�ucured%2$'****abcd'�eTK� :�!.�tab�A/WQRa��--UA^h4e CLII%�)��7 ess-� rolIl-9 s --�/-aMhabc123�B��Role =J )�u>0 @ eO _I�B� ala�ya!�dct ��25Iski�' n step. O�wis� s��7J%iA }� ��!t� Own�AA!��)do so�u �%x - (umer \ -9/F? "��Suc!�WBy"�!�.)�"7U�:�.get_�u" �-�_U()�B/ 2�@��F<=A�� WX OnDe�)��?X(24�u<s,�S vide D`� a|s`9 `�4es|B`DNa�>%�NmT��V�es2y"�B�E�Y�omi�:qndvice-�7Gm&9A:^8i���2���=r#�� �Q DdM�e�Z�c"CQc262126"�e�g� +� �e &sBTNwILrs(5�=r,�<U=.�)�8�C� dictѤS�Ihe �#<Ke a�e �=v .$er Groups 1�P��b��b "Must- e(D @] �#.", ]��bInt�I�� **6�**�6y-u_c6�n~0aJ�e q� VE�F#^Z._�["(-/TTP�. AB�)o** �C p of2Ke� a�Z��\_:f �N]�B�-B[�t�2_3�ji.�1�! “i�6ed�-ai�< cl,�` ��. �����2�� �]� ’s2�!5�z�F I�� -�")Cbenefit�- Elim�r�'�5�rdisrupcJ Ej�O�� infrar ure,�&g'X"���o8(tw�3team's�5Q!�) d anz 'sM"o/tr%'.2 1�� %8on �_�at� h &�(s[ Bin�aPLyant�Yac�ctgranuA�AJ�( i/�Mo#W5�-E>-er��'� !!���_lPrź�xyKbet�Ilat�o5�5�#A!R�� �9\>ram e�f ward� mpat�M:X6�:R:"M�: ak"9p6=id�qX >Q66!:Iosaf{ jCV�!�f:ru�n�&!�eItc�!�!��*v1MA�ta�N�bI�\&3 6u�;F�- � +a2.%� K&�h!b Curr_#,%�d|,a��)toe`:�ke� ca.+ h/�X� �cA�o%3��RW-W -�BH%/agt"&i"2.���#|uQ (i.e.�ys �� : N� ). Sb ��"uTN.s�nie �soo�`TqŊmaximum��100ZP�Me4�Gd%*g�$��a*2�} ��� a -% quot�250)� �i� �-, p�>�/d@�!)%� �3�O #XR�3U�# !�"QDR7�As �b��^,u  d�DVPA �5���R �Qex3E"[TS**live**7*�%� s C<<WORKSPACE_NAME>� �PA2&> iN**�#la�R: _wDAut"p� :_.�\ A �+m�d1)�e�.&. ! 0D)s � i�2@Me G.DM,3er-3�L z\ ].�Co�B(min_� s=1,a 2l[o= h�A[ e�R="R#�12&�\F]d�E�^�^�^�� edS�(-eM�-\#p-\ recs"��2SRe0(end�'S,dtea~Z:: Sin~ N��day8:vK � def}e�A�Ű�mXPS ��$�D�%n�e E� �dre�;����7o1�)��we !k���l� his &��!  D�E7legacy:s%no:���b���,���Rfr�a="�a,*�/api/v1/�te�ice/get- s`)�ge&r� d�_ % *UR&$Mhe�g QKi�J� p�G+de�v fiV z5���w�ĕ �T6�ic2R��f<�|) Qng_���>� "��"er�P= \E{2& s=[fuzzy_>( ity]"�Q``j�l% 4. W�\�!bWtoA�$in `READY`�Xus.� "�-�=�>5110�Qu� `6. %b�%e oh�fa+P*7A*�Q8�lY=�$)erM$�A� q�CLIq�)�b5 ?ɐ &�C2I$NNu!Be_S�a E&�r6De";6}d A>? Last Mod� d ByR���� a23747baadc9a4cdf0c7378d3c461c07aS5'��n� FEATURE_SERVER_GROUP PENDING-? N/A �( I$L4-10-19 00:10:51 UTC��a\ jon@Ɂ.aii� 5. O�lA�e�Hch he **e�**M�pz> A� Quer�EN@s" Nj�DW��1�tal�0l&_YAPI��0� �� �~�� l�b���� � ���6 �.MKed-^v zam�F� ���� �� �� n? 3.? 4�? �? �? �? ? � 20��M(>� �@ 36] g Z�@ @ 3. Aj �xa�:�66&Si��is39,�N!-i:;B� r�Unoegv�da�3finS/�b.|��� API.Vp�,�1a� �4!m� theyenoKcit�#]S.eF(�m �,C!#phCr�:T8 API) y2���Ny's�C6�!&�Q”! >X�v�p8� “T�rJ=�1^�%^"_�p)� tf "& HJ%v�'I�be`�; 6 -n�$u6| ... Vs SCAL�~4CONFIGURATIONS^.+.(Vj "Q&Z��| Nr �, AcOu6� +R�Vj | Min NoS| 3 2j�0:0MaxJ�42�|f��:�Des�.4|*� 6j��:��� E3| 7T6� j��:�# g "N |� 409-09 03:13:47� B 6:38 ��2�w`m �e�e�e�dve�)ent out��&T ��&b� i�#F� {r#p ' T�>.�2(f�#)aud-6�"�#Ed�_#�l��", !��>�]�(&�BN k3� "� i�1ʑ# �&��F�No fur�% L'�>G8 �P��#A -�21|�f�j,Qon’t����>l�J� "4����Q6�;2�.lSa coupv mi�^��be�1�8� O $`DELETING`iI�b~4_.�5�5�5�5�5�5�5�5Q)1��6�6##z� �Q.�V#� rkeyC |5s"k� j a:�ic�S%'�:�i sPn*�)d% curl -X POST -d '{...}' [�� R<r�>.l-��Bq2/"� s/{ _-}>�s/{:fic(.��_<�json H�"�l�e�"'KeyMap�� .x' A123� "ad�' 5417C�}�Z�Co�::Q"�'500e6mO�F� �8)0SloInfo": trumEf��ive�^?N%�^DataTypb ��ing � � } }5p (Bqrp�5]"-�K>�.�28941.2977)_ 842.8599990946.936`� "892054b9598370dce846bb6e4b5805a15� "cc9f13814a736160984bc9896222e4d9.,|43a9799c961de6ebb22c122d8c7eb340I# ]%3%�5�rQ� "a�z.%8ITZ+��K�<v*.� 4A � "j{boo�d� � "�'PRESENT'�J��*J�met~�.amw���0m.���M�vL2023-05-04T15:50:00Z.1~�f��64�����h_������f�3d�������34s2Vid_�?_3E�d.kf�3"V���arrayb "ele� J� y�tYӡ�a�u� n�/]�S"sՌq� Elig{� ,Ulo�>er��S�o4": 0.015835683+ dynamodbR�GSizeByt�'23722*aNR6889888(�MaxLatGp x26873456%bt�!���x Manyp �%rq in)9zz (N"z ��en� � &�-� 6� ** FrDIS"; l1.**K% �� �� �� -A?"g�0Bf>� r (���%� U� Z� ɒuuf��"6c423390-9a64-52c8-9bb3-bbb108c74198y^.R �R & 20 AoKqi��8��� i v� �� �%f�+�� �� �� �� I^1�2� "37", "311" "WV14 ,2832544 )Z5X"� 2q%�2�: i clic�u�F ed����h�bf�26T18﫲�in�^ ["< ,  )759���������dnbct w� _7d.B�����$ ��)�E��%&PJ�sl^Zr\0fH72" r^187"�Xg2B�JU�>a00877174bR�Ndz% ���8�� 3296& ~�93"bu^�BU�F�79110��937�Q��&�1jZj 0:�^@ 018114U5^�)���. ��>R���3R�Wlu�A1�c � �u h(�0eom*�� GET�����"� Z !�ice� "DEFAULT��"�%�KeyA �,U2�� q~V�"�6 !� E� vG� v�Y��z:k>{-VI!":^�J7V8�2�r7��:  � �V�J�.� mean�*�z�VE��)�����ŖUz > jZ�I�-�r ���=R�F�8GCl*�"]�9"n pen-ch [c("�ainyG][10]��Bing�Ls��%�.&1e < }�&�/G$ff�[�6 ][12�V-c*E*�G ����e�~�@*W?:8.r�* [PyPi][13u)IOproject��\�:u@8 `pip`*�piZ2 5�- 8�y*�6!v���gIu�Ctic���+ E>�B2!�A��&th/�V�hNa2 aZice"_E\9�Gan��2"<�*at5�FmC.9H��"4: �6_.xCֻ#C 7- �:)=�]B�E �\�� --�o "3g0 ."(*  "A�nSR0e�Y-' ple")�Outpu.�GSai3�Key -�-fo��Z��ˌgaݻ� Key:a�=F api-key> �n5ID: # -";Hd> � 2. A&�E2�!�A <VF\a>E-�=:9gb�E �-*Q? �5�>=m:� + �F�Fnu��1�)d.�E6�aB� �.$G" i�3EQeNcali��d&S4"�,�JMpaq�i�jbase URLY��4 (&�4e���I-!fix*}`)G VAPIpD�P�G]N�\��W4�F . Be s;6&�Q+��Y`6#fY4 :v2`qn��Buore&=K/��y$�i���$~$ �){ m�#=2(2�KFq", �K="!Qq9",�6��&��=��(E"� ~.ge=<E�� 2��$r2�  (_key_map={"�� (4407104885" ��%�T 8 ":�.���"��p2��E�$�I��bd��ovd� edebug�,deAa�J  time]�F_o"��� MnjT�����%�� >=:�(i. _slo_�9�7 �.�G-�## Async.;��heJ�%�96mu� L��- (Whronous)�i�&bs>'ig�P�}�< ’Jync/a�/ syntaxAW�bblo��I/O&�7�[u�Xa? �qps,�D eed �~fdnk/8� Z�. Replac�Xr�f y ��X1���&�n�o6&')|  E!_m�iVg A"��oR &F loo�MBKtioj.B� 5�� =F"���<E�Z@�AVD�� �)M_�()Ş�7 = � �2� ��f�j�n,)�u1#. ���)io"�(N-m�E mo�2��=on�RM��n,�Kaxa�[o@Iial d.?� � :��nGr��} -�/ ] >� -ai. HioV=3= pypi.org/- : �/��Cp8��TReal-�c"�U�yL�yL�yL�2�w ng �rSfe��c��^>\�A�fJ)&�d�X�D-;-�e-�k�Q&�]2�(p�+ ���+ �x$o@�B�S<T�s�D�&s^,8ȱ�%�? �gHigh T�J0, Low Cardina�� !�ds1nIdeal�Iɩ�kV �= w�e��O,-repAlBha�)Ph*�g1\�F��HIu���F**L5"��3I�val�Sui ��q� �:{&ko�/���6;Nq�F�pn:^N�A�rmNO��%.q!c Dupl!�-|!aA�o1��KH�>inbd"@� ?lj9rJ!� do-7 ow Tolera�7s St��es%7��1N%�%�ed s����._He_�6 l��mu�H�L��6"\�).._u/ �u9!Ot!**}on�Jous�8�P�?+E�!�6A!�!�a�i)Bs�HeZ>7 zer#<bModel�)���>�,I�no)\bey�[�_r B�*�vze�Y� '!�h/L�NtW#�O�BE)ACOee�<a4�� �u"z�*a�.)d vd��k�8M�"m ��!�:&P�nt&��Fe�["S���mlv�d�= �in��"=OKJ2h "݉T�7"�H- � ��- � j�� !bt͙AG9Z��)kA�!o/}�PJ�eaaV��� ��/>�)�.C��Z߯Custom֠gtry���;6Ja���&[�to>eV �x�r���p%l U%�!K%߇ſB?%�!�NG����p flag�K.N }���T�!F�Wa�&e3>��> *%%�T�'&�D �(t<+G�a �dȡM� >�"� talk�to�ƍ\�� # A&��1�c-�i�+ �c�q�h� �WX�P)��z�R�h!!>minNE"�l..� � %�Cqo P�X� -�M�2%� s��:?) e�Pfig =.v(max_ag�ct�=3600) f��... m.U=. (4�my_ d_F�&) SVyJ�)-R� M ϞzNV"� {��_�"jM%kҍ gY6� Ik�]s*���F5)b&J�N'o�!5\P"��� d4 icx� RfIi��YLing�8}:1i_�.�.'�́`}+`KNre��&���F�Ly�ʥ�� � Ait(IsR �i�"i�mus"�U�V60� 1��lu��.A�- I�#�ax age {�?�oFllI� hit�$e��i�A��y|lsoXX� ���w�1&ڥ/li�.�z `R�.h2:-S���M��:�x�A#�r������ G��R�R2�0�&/�i���<F�w�4e  "%PtN-2.| � �>�sk1ve�dt� aMimy�vpu2��!)G���]Q:"� �ng�=H4R��# �!�%����\M� \Grver. Se$ AsuL!�n*�(%� �r� 3!�el �p�ndH & œ�i�t1=d>or!]��6 // F|�R� ^&�6�r"* "^iƥ)r7 f�3"�&...�) %// �/F���z�CACHED_:{4N��&:9 kippAw!�Ek&� �Q1_ �Ucxmchep ����<F/ �2in(P-gRtoT�Zoc�΍? ��� *�5a�I b�<$6�/G� _�Hte��P�$-H "AuthorK�: -T$TECTON_API_KEY" -d\ '�#B�/"E ,�5�h��$��c$� -�EA�^/�2�"!9 From��":R�,8"%fToJ�" } }'Q## a[ `2Y`: �R%�`C`���ato `F��`�6U�D��5�5aB� !� /jpu�xhN�=�%�g�{Saf:�t�AA>:� d%��'�,cache. 2. `w�riteToCache`: Defaults to `True`. If set �False`, the feature server will not write to(c[D after computing a@Lvalue. This does notN4affect whetherK6s p$read an al y od V fo9O$correspond<request. ## How z@it work? 1. WhenNv$receives aF,9,first checks7 �� ted� s. 2%_any of6F% are! i �Xr�queryNunderly�(online stor5 miss-Y s. 3!�>�)jt! @Aretriev�2� and!xretur �J�Q$4lient. 4. Subs!�nt0sattempE���%-�. 5. All��]piew%T 4togIbso if on� �s�da `CACHED_<*>` status, all1�1D associa!� with that ~P4should also be2].�# e�d SjesE��(PRESENT`: T=�is�1�rom9!� ���was1 haI `\ �E�xUNKNOWN�xbutxrejanyerror!�!�AAO)R:ME�},MISSING_DATA��an�y �^�2a ��"$Limitation)�!v,maximum size��ed dataA owedI�hbe 100GB per Tecton AccountE!�a capF,100,000 QPS. - Contact:support�Y(guidance on � ings���loae� eMirement)��`�_��@ing_index` parame��i��ua�or kd F�� View�=res�D0of a Realtime/,e��*-5M& dependen� `1�SaEJy rely �n be,a�Ve-�e�Ŝ8currently alwaye/��N� -%$ meta%�Y�^�e� refl��ecit� .�.�I3has bee-�d-�,You can inst��verif��at9- FV�&1N!$�a]SLO� �aũa|`��R�(seSizeBytes����i�#se,�th%�f�- ched, you��seav ;^o decrease � funcay ality mayaPextA( d at a laA�Ae�BE9ives)�be omitEñse �Q0��JDiffeA7 s��t��fOsea><tely. For exampl)=a!�M��  `fv` ca�ins0s `f1`, `f2`,%� `f3` 1$Je�ce us38v[f1, f2]` whil%q o= "2, f3]`!� n each ofL thes9��99MW� 6. AZvE�q2�a�pu��i�zimplicia�use�;�9A�-*%qV �, even1� kPV��is usA�=�tho!���� Runn%in ProduEi See�~B�u �ueL s��rCpC%�8ballpark number.cost saa�s.�#!Ed O� �sh InEw ce U�!$HTTP API F�$recommiwayc  1= ]i]� X� vide�adsa_loweancy)5 Crea� n� kedau ticat"� W To6! yourœesm �/�:�Meed0te a Service �Ato obtai!t�i4 gran�2at5�vm4Consumer role ����5space:q �iJ zEz9AP% ,. ```bash t��m�-a�� �\A��e-name "s�'-:."(descrip� "An� 5� C"� Output:� Sa����Key -�-dot�ab�3o get� again. 0:�8<Your-api-key> >ID: # --� -Id> �2. Assig�^e6�!�%Q =1pFYaccess-�>rolw ign-!� - c1�9m5� �>%:� + �F�.kb!�Su� fully upd �. �3. Ex� A�!caEa�  environ�  vari%�A#\d `TECTON_API_KEY` or ad� HDto)=s�J t manager=<e x6J="6�MC## Ma%anu� call�]v`get-��Xs` endpoint In a predi�Wq ap��M , maki^q� _��-�'s��(� follow���c�?s cURL!K�U 4��J be execu2 �2 ��,"� ?�i� ea<� X.��� a ��l�I�r�S API,��6@ 1@. Pas v�uA �� join!�w&� s%# &��$JSON objec�**E� Ro st**�,E�$+ Hl -X POST https://<a�$_cluster>.��(.ai/api/v1/Mq@/.m�,-H "AuthorizE:� �L $6�," -d\ '{ "V ms":  "u�Name": "�",�V" �m�"fraud_de� ion_ &� ce=!SKeyMapn$ "user_idj,C1000262126"p} wMContext:Aam� ":� 6 } }'�**� -�json �"P ��! D["0", "1", 216409] U T#a�� o�:��A:Q� e spec^ `� O 3`�W� addi!:al� ev�ainform%� about A%n i,. - `includ%�s�E�of� -�� �;:"� Tim Ctam;4ma �n*saA was �t�o4�z Ri m'here.�DataTyp {he t�� SloInfo`:� 6:����� � .�E�ng `: R`1<�B�\ %�-� avail�dglisted: �" 6e%Ns w�found1�.G� !�aLE�keov�- `2qfg�fkei� e becaD z vdoBexist�3- ��(outside ttl!!- `&�$An unknown1acode ocRd,Ixlikel� �an��+ dur���� al. ������������V���:�} ".�": true 56�Z%�NZ �*^ � $Ej>W���s�_�_�5!52�� ��"���=transa _� _is_high.f�"�u��y "��aint64�� "�%�'%�p ��8er_than_averagej�:*����last_Jj sql.)�.�eL�j!9\2021-08-21T01:23:58.996Z.5~� floaʤET]A} "s�G]Eligibl�2�sloa0er�SecondA(0.039343822 W( "dynamodb� "": 204(�BP49082851��} � 1(top-level `1%.A�` field�onR`boolean E� st�@ `, `-G`,��(`array`. A s�v t6%: :� 32` elex�s,Fch �represen5 ��W� F�u��M" \B�.�32i�56:::cauu � V� R�x s W�s `doubl!Z���s I�%)^� �+)s4�i���S �"@ �cisio2kerical ��� A0libraries tre�G�4� �-pr]aINs �.9��zH�� isble� c"^ � � QU9{ed�ctl Ay� ,� � ializ�-y K�"� body�-�, whichrs. 3; above. It!�.to's e Yc�$gned 64 bim tege�� �.�J main}� 5�. A�Q�S\ $al FLOAT64I� I can'�md$ `Infinitya�- I� NaN` �)�)<. In ?!� &+ ��!u, sq 4ec?ly: `""�"�" �"NaN")Ae1� send�sb ��s�%T2�!��� them1C� ordeB!�a��"��rm� � 5ofq�*���$ice by sete4�6���in �-k ' p`t�b� �"Y. �c�T�isb ble;�@reAg��\ � call����� �N� .�.}5=�� qjrulesWithin-� ��s,s2]!s�aso $put_schema Q�Z��Ralphabewl- RcAsaaT�multip.�� placA�6�s�#(i�.b �)mPedA3��s2N/7^J|ython�T�wrap ��Q��i\avo�%�]y such!x` -s`fqp� � = >�r� m���V� ^�� &� E|6�2� { head�= {6�": f"n�{6�}"} r =1�s.post( "2F-�F �!�=a�.dumps() � �= $, ) print(/r. (), in!=4F!rt_�=�'))BIb�Re� � Ez2�tb�0=p "���� "�P���w�"ov!{how�c.��M)�Hmodel�erence.�re � �w妡�hod�T �b!?K"L:�&d n��is��a�.^mefL:e g+n�>^u �lo"|Og !�ividua�� batch���=s. Se{���i �detail -=Java C�' L� y-(open-source��pr �a�ven�' ��%�!O:l� handlex st pr?ces� qk �$�"Fd& desep , ��Q��r��� =~, o�"!�seamless>� � )=&7I7� , ens�effic!�Q�m&Eyqd�W9F2bH�*X S msM[mba�s��*R�2sub)b�� e!sN! � pip�!� new Z"tS% rive"� l e :E Wa�is��,e�8'(asynchronou�&� iggerS����fvia* 2<:js -I�%&'"a�S�" -bas&�'^#�� ��y�n ��_ A}� h,�D5#�#je�, M� linG-o&h�jrт�a��1�!1� �V unlo�-�!.oin��#M� Is engine%��,s2-���� Aggreg�s��� I��:� expl�%��a.C��per{ k-:A� �Di�m'T�}  keepA\ack!���,'stV9Y%}( :� �%!])��!�L �(terd t� . 'a�m:� job�..4A�3!i/ job :0letA a�noe*ro�&�� �vi��w%� I�on new�j 6their9Ja40N�.�6.j� rela� ��B� ��>&9�!�.� , ra% than_?m� w{ ca3Օ'a��N ].T))�.&z� r�%�Oer!Ream�?�X4 (i.e. slowly-C.�I]h�$b# s` c $er Groups �$a�R  a'iso!V%�sca�$�!T� rastruc�2for d"* �7 s. EG)< er g� }be�� figu�� 0a G ��of noy'AZ auto�!po)gTR [twoMkifo�3�3 ��-�M- ��L�./��F �G�U��0�1f I�!B.��T���:� �>���b)real-�+~ieL1�d�� s.+ "t v� &�.� L2�*� [ �y�L? ][8]20-$s��BB [>1 Dem��po][7 O� usagH2�$he.�*"� Q0@[AC ][9]��d�C�S"Y.cy��e��� � �4Ʌ29M� l(on Maven][5p� !\�$, add&�0cV*� `pom.xml`vxml <&>]<E�Id>ai�$</ !<artifactId>java-)�</ ) �>0.1.0</ </.u```��Gradlen���`build.g0 �groovyewposito�m!@ Central()�# 9"2*6S  '5:�:�'H�##�*a���+��+��+��+"G,]*!�G,>m ke���+��+F�+�'��+��+��+a���g ,���'on��+��+��+6��+? � next step�qO.em `�@)` O�) "�: �)GE� ?46�  URL (`2iB)prefix*�)`)��VM��j�:� � )� = � 4(url, apiKey);a< �cal�!6�* E"/,To�N%e %����,M/)&� `GetGsx`�J` classe� `` �VC )JZ =�>�V8�� .addJoie*("X*�)23"�� 2&merchant'xyz:' �� ("am) 500.00); J�J�-�F�(."r+>",�L+Jb!�Q Now,6�1U()`4[ E4.w)�p- AP:-`M�a��8* "��im}]hURLQ�E;�gB\` u - A��"�8��PI - R@>L�&B a�k &����* eD�� e��-e�2� %6� =2�.�( -\1�t �  � �1�7�Q*�6: �` &�  �!] �/����[5]: �A mvnr� y.com". /"` /�N  [7>github7I� -ai/./�  [8~3 =� h-t [9: www.$doc.io/docV�/�st/�x.htmlr"/ M(M^ V�0L7Wildcard&p#&�B fe�a�% M sśd�a.��e) ent�9ID�0is:�9�ommonly� dBn&�candic3m.6 be scor�+s�!6&�* systj I^isF", we'll�:w����M�P9a/7�r N.�",past week. WY,walk through��o)!�-;��Z�"�dex�P�; 7d�2��Q$train (�t�� >u s F�B&en de�"ngB�l"�7-�& �[>���;.4 /<wo #useT & - 1�cas%�!t8r��=�w% �0ba: � �a�yrAb%���i� im�5l"S2�,"%e 2A�.E�� 9 adsBad!�_Us.ad_im1$�s_ TR Ia)E ,%# deltd ��(s-F�((, Int32 @ v2�� �=R��1=[! �)I��3�@=[' $uuid"], #�Eh%@IbdA6��  ="s��*N*�_i� val=!%%(hours=1`:_�)=" NM<s=- Y(in�"column=%O("9�"-\),�=")B")�_windowJ� ���nfn2�o�o24�o�o7����168�2=FlIi-off��.b�_>% dule]dayY�M�_start_A�=q�(�-, M<de7pl+="� Ez��Y��twy) a gi�?a���a�7) def_2_Ts(2��)��Cf"" ,sePCe�yi�a��7)/e:1-�60! e�h�� {TBx}$�ZN�"5we'veͦi ur"Gind� ����"w $iew, let's� 7Sc�enh�5��~� J I,s�*Q< .shared"�(.%}2 -�_w% !f�F��0�$ ctr_&�� ce =� � TR2="V3��2�AF5Au� !}*!a CTR%d�<�4l. Q:�)d3%IL-6��R#]�E%�*tch[ 59C m OB�Bges�/F� � w�< ALi �"�toR dRf " ,�� C�E�m�r A�!� by � 1-`Ad`�7� 2�mT ws"vp_"Z("�;) my_f%ws! �Q(^�) �& �'�� �2F--F} �,onsA_o.8Mls(J,).to_pandas(I'�.c'(*'Al�lyB � !+%�%&�<!�.E�s:dj% on # to&DH6�$U aiT2@='�=)s�' >' ��=��=��=_a�!�Ei^P*Q $rE*!_mJ�=E:"�CE#i�ġ��} �=a�FR sHw--B� Similar]�B[eL2� byJvi�J2�� �BOe� J"a|f;A� �je-2m<ex. <!--- TODO:�: @�"� 'IS3E�EMRA�rs --->d�Y>��!ta�d .L<.parquet("dbfs:/#_�{.pq").��(}�, *U )�/v/1�_!|= f2ps_for_�s( � &AR.� ) j+.T.@.1�--- s< bar_�0ion: 5 title:ծ:�%:1{Tab�'@:1e/';�TabItem�.#';G PublicPre� -A[�"ed docu6:"3vbvif�&E��i0ttier-ignore-� Ee<6�l&�O={["A2�&��on_,bri�%b EMR."]}/>Zpend n##�"�I $ J#&w 7��D��� crib� !Bo|( �!t#�c��.|(Y�[.MJKseH)T�4ea}P nk. g5()67pro%G�(t% ��&&V$e ��DkN�s�1& ; pers;@!*��$�UsagevWK#�5tS"� 2=)&$ �8�%� �#.6tr6U)�O{$.��� !�E�$orkflow !Q2M)"',J* diagram 7VN5h mo`5%�-�1�J2I�. 3~ . (E �rdy�-�)�3@�.rd�)m D,"!�5�1�T�%T p7� +.��Oj o�eo5i�Q9�!�Vi>  If so��FPk�2�`:�(#�Iz�$.7V�.�u\La>�oh�& H5Q�MU0p P>bM^>.� �.on&��9])��(�}!�ppose�VEd)<opA� ��X7promo�7#ers to!��pY they�� item�7�(cart.�8fe:�an !^ a _j0p.!��in�LNOAa$#�'lH t le� 10%. JI�.M{'4 d_� _to_�`�� Sm"n�`� &s_added-q��", E��i&a��<�� ]# �� te logic  IZ6�.%&�$�s illust�(!)� ’s�". �`aB�o7ck.E�c)�a� geneV"  ��E�'�A+� �a� n!e�8 I�s�d �vE�6�.&~92!.-Q�0�;q��0�Z=� pull�R�� notR� �ik/� y�*en��.[�,6�;��aEn7A���b�TMV�l�Yv6 4I�flif�!&purchaM�Q%�p� ou!�a� redeem8G4Y2EMDMl ��9ccou��2��i9��s��?*aa��ver�th�1 out�T�.R/�Si�(S�%VJ[!ƁYbo�10%Beshol##6�Y$- Backfill� �Yi�XbB�12��*An6 �(^�M�Jv ,*�<{1�2aFGNrue�- Built-�>0�-%`.!:�Yset2"m��A eam_y�_!�F7 �` �P) ingA ,.CONTINUOUS` If�@���_�!m3/�u)2z�= �u��� (I���"��4r4)i���J�G" eJ��e�s.�  must ' f*d!&�PA�fA� E;4KѦ rs�oyy2w A��ur} e��[�8AR a�A�?>y1�.d��"iO�[�a:`%�A KafkatDKinesA�op�=)��2U��`  IQO a4 Sa�+/�0B� jobs)�0RE�, ���� hFor �)�nY�_ei,1�Wq�s� VPC k��)�,! VPC pee�)�S�U�%�( <Tabs>  �)�="k)R " label="-b"2s�w&wq�!FI*��A �8 tt.(dz365O batc��2, 2, �i��=-Ij�#)� =6- qWQ@region="us-west-2m�"�)�"�& noagg��SELECTEi��� �� FROM2b:�� "� <WA�R��Y���������V�!V�%D_bootL p�ers="XUer]���s="<-��_W������R�E�s> �^)� Lma Ev#c�\.%T��W�~��* �D�%`!�� str` - Se“1”*[h��^#Z��is� �3�<m| - `ucer:_“�]" job_�K"A�b“� ” �gnow1��$�4 :L2idFB 6c.�U_� ten_� n ISO � �mat�L�'`N\2-06-07T00:36:08.832793Z�;$y~<s: Dict[str,str]}ionarSi , � (t` popu)d)2�M8:Ual[IZ[P9� H�`k���ER?�Q51-W�*e)ua3\1t�>�(sulhjWpos 7����6� EH� �E�M�%�f!"�'e���,%[po A�U5�`M�7� b�� 9"RP;&XIX"�16 �� . NoM b!� + �*� he"�I_6}si.aY� :� <��E�m J k& �I Cost&-+"(NchargE���o&P� ���.�l ever� may incur�.�:\b� �HA/%��vir(me��&� )�n )J�"�n.a - Nee�toALr�e�v�N2�T �6� c!��pSDK&�?RN4F+&� `IU `N t> `B_`I�AzUS d]� =�1�"sIJB. "m>�.L*�P� P�ew�*risw=lB: 6-$. {props.*�H?.length > 0 && <> � div� P;`��o|J�</ 9<ul @Fr.map((9) => c <li�W={ }>. </li Z))R </ j��o� "[kF "�q$ feed�+, pQ(e <a href="/�^ docs�9�^A�ting-a-�-�#(-ticket"> fga�# </a>.- </>}N�!u)� customMes�<br.5B (6�-k2')#%�)};P�EPdan�P Priv��P6.vQ&& ( <>)��Cq,BG 9�s:)0EB�Z> �9A5I3 �M1w6o���p�;cip!�:ew�1�1 -��b�3�e�sh�(a Warehouse2�#��&�U��� �.�zsh��R.�>�X##l$ground Hi�VUG�bEb�=�,Qh"iodytu�P��deri analysisJ�"6k�ravelJ ś��j�nw#���& |b c.aswQ+^E.��ccU�D ���qhel�n<a V� �driftѪ-'min rXic8s�2r��_ureiac! olv�hB��@'s�UjG�mn&�'hB�s�h�f-_d6�$� ion.�see util�p` SDK��i{M:put `� s`Ej(�f� G@pr��[##YullU� R�0.8+,8 r� **p�"shJ�w**EkB� & JkE��$Qb, �Go�,.�je. �.�k�t,3�$1^s direLF eo�% t up�n3G,G�,E� e.w�1� tics2hof choi�N@shA.�s���Ds^(flexibiKoto �Ylz� any.lA�cA�>cB7 or u&iv� L of a6I#�*3wy�,�lso�D�C�T�N-���'E|#���j o /:to S3�T� v T/Bc6b d (`.�`)�!�` d_!k"=� `ш �� '�O qSOJC|5�c � . P�n"� �� spinA8new5T-�Xre-coeye:for� �m+"!�.�." ��y a��% ` �u.@'s J�to� oe�AF�I �i�c_�#���6��&I ";doc:_Dg<��  ���"��"( ``�(@� v� M�s=[F�!�-9zi!�j� �*�4*�N�4` �?�^�4 �.�4&%4as="mea�4i��:�4R>�5))F�4 �)��i^i3�i�i7�ic�iPUF�5]!*�5!��D�r2r�M�r2r2V}M��f2�4 ,".�Yz _� e=F�y��mJ�R(�2�3,.O5m �",]_m�&cs(s5�|6 5' EN� , amt,�4T��FROM {*���2 v�� �JRifa ;!.�InI�1*��F�F�F�F�F�F�F�F�F�F�F�F�F�F�F�FfF.�[["� �q2o2, �]Hq 6*8#"� � Job� �#nO�;sB'j�"�a�� intes> o��  �$at ��7su*_v&�#�B@��N){O"g,if:�!� s�1d"<Vs ch�&�j�.�il)t.k[#2�� le� If VG G�w$�n�!S"$ F�5�job{�!X.� %O.� 2JBda4*)�.)Q�5�b>U�Oc &task w�?� Q�!�llige��r"�:Xne�ar:Y~ w/A� manA"�.<d6�o�� ic:�$months agoZE��/12J�&Q�0at.�A�'s)+E�itB�2��"�1me 'Exploe%&�Z� A'0EnvNys;# �age Lo�3 zLfi��1ol !/ ��[e�s� `fv.&s_path�y summary()�Q &;oru|~; fv =U.�| .getx��ԝ�` ") f��<� > "s3://��plane/�K-I /ws/prod/�"�y(/045asdfa34>"P)�;l�l��<1K RO%Y���J&*� *# A�qu��m"}XP=�z�Y%a D�D���bied"�1G(ir `_valid_0`eI� )"R=���Ag �2 6s]u'!@ . D��o�e�&11�3�e<lk�ma�B D�&2�!G<�c�D96����:"�:-%�Ir�� i%>y:2H1D to` ea^vl�}�`*5�/�>E� l . �s b�f�. A�VB`b�a�UsMIS!/!X��_=3���'�. *�]�Q 0# Snowflake  %��/x��� p)�.!�re%u$�A��^k�+"Qat��I�l��0" [;:](h�{Ys�.�Len/�g-guidee�-`�-s3� fig-aO age-�� i).<tsql CREATE STORAGE INTEGRATION� _s3�_B_p/&ZTYPE = EXTERNAL_STAGE F<_PROVIDER = 'S3',AWS_ROLE_ARNdarn:aws:iam::001234567890:�,/myA0ENABLED = TRU.l(ALLOWED_LOC�S = ('�1'*LOn9�n:�/a�-^�N-^eFݱ��J/:>� OR REPLAC!�!�!�N= _ext�gl-_= ��:'!pM_.�PN(FILE_FORMAT!�M"PARQUET1UFinK%jXtom�!?�7n%Q� TA b."!8USER_ID VARCHAR��(6e:%gid::va�3r%LAMT_MEAN_1D_1D NUMBE.7<amt_mean_1d_1d::9^>=3z=3n=7z=7J=TRANSACa�_COUNT^�.�KR�FOZ�FON�FOZ�FON�VALID_F@0TIMESTAMP_NTZ=�*::2%-� DTO~BtoV@T_PARTI!t D�TaQvtry_cawlsplit�G6�j'$'#name, '6�=', 2 �.'/'6.1)��� BY (6� WITH �~=@eI.�M2�(REFRESH_ON_́= fals��AUTO_ !:aJ+ =i�B����DELTA;� � i2�%�a� .��'��2��: ' ref�6��>� �2nMW!"S& < 6<s"f*)up-to-�+w�7� ra�{-;�)ALTER�-n-.QE Amaz�=a�@su~( #2�3�# �x�7�>� � [F� �b:d1�K=%Q�E�Q��727D TBLPROPERTIES ('� �-'�E�'"�o$# Redshift.� �4-�> trumA!)p "N " � 5* >S3�>mor�"�c=!e [Ge,J<�UA` <Fz:� aws.aE(� r ��Vdg/c-g aBDed-T8-���V)aN [FotoM�L��}�ʈr-Q_-%�s�#c � -map�?-mR) ] 'AfterI��8n [IAM.7ʖv-i- �)$$B), �eE�b&: L> �)��q]iNE]catalog�"b =' 0, _db' iam_� 6� � � 81�0'B�uhiygt�%s��T'> �F� �: :) �K �b5C ��_idC �^6 @ DOUBLE PRECISION:% ~%�Z%.�*�  BIGINT nF$ wv$ v.$*; �_ c to ) "0ED BY(6�i) ROW - 0SERDE 'org.ap��D.hadoop.hive.ql.io�J.serde.P�JHiv{PHDe' STORED AS INPUT ZvTSym�n$TextInputF��' OUT�C�Ig"IKeyI#0J�aBa/_s �_��$_manifest'm#Ad0Y t!Gٍɓ8F@=1&Dse Glue crawler or�I3d"h6 -h*�th�Dt("J in s�%``w�� ��D ADD IF NOT EXISTS&� :k4='2023-01-01')5� �&&b�/6�=�/>�k s.�ar'!��`Ńx` + l�u ([�x, -io.�^s^rs/�/�j�M)A� .*J�6&)�����y �2ZRf�N{�� Q� Tg, �~_uri =��*�U age_o0W�N�i"w0ACCESS_KEY_ID\Pxxx�  SECRET'R$S��_TOKEN } � =�(�,� �)).�N ...yarrow_C(*. ' SQL8)�1�X#�Q2Q df =6Psql(f"�"*�"%�.`{M= �}`"���.M6�}Ov,W ew :+Oe$ ru� to pr"$t�*# . Mon�k_se�2�Ces'.W7 R&N ���Q0inuously deli�ngiޓC(l$ ��I9:r5Ftoo�do fac�+�&��,� ��&cludin~ shboards�Fa�HWeb UI, email alert�uM�$�:�Wh�o �6Job*��To\`:�sofB�d�+Navig��O2�)U��go U- ��+l��e ":"��Z���x �%�.l�Hgc"(w�p4,H����( !''ogrot +�� .�����80ut�0�-r ��1UL|%_eaB | De�P��B� | |Tf z ��RUNNINGZ�| vD�is1�.�OaY�sJb�e��ifŏi�en e�NZ! DRAIf�6�d�c. Any��� bMXcelled�:."&�8�? .��,MANUAL_RETRY6 ��O�%yL"H �1e�a)be re-=�.z�ry�ty%P eset|�CANCELL;$_REQUESTED� !c.l�vo"6P {by Ye��J�FAILUREJ-�faia�perman�!fz made>�f�)�LY1ED.0| %i�21�Sc�#���=M�!��JBFgapf��E�6| | Te�dar�#E�� ����nF�#ȡJ�"�ns%@$/ETR�SU, {.=�� l<$2�#. Oh�M�a�$B!�sN|�W 4:%�ls <4>C��>�py� cad����P�0 MorN�<e5j#&BV!� u �& q3��1�" o���AI�g �!4  c7n�S�a.�G�y�� both ��ڊbpMSd ongoJ�B?K8 lear� /�BW�%���behavio�>�LBc d.�X�ѫ)��'X Tr VQR�ed1�%o~ 6pF%*�!��e.��"�3��Ca\�Qs6S%6jre�Kit�or-�� pz�"��BB�$ e Wrk�R& W@t�5�.�2� ab�Jws c^ma�vew)*A**�D2npe�6 cond�'��=an idea �7�" otal*�z_!&%�"� oWE, A/>��6 er slE8ndAl; �lo~ X��@A�a�2EmndV�ForV8w� ,"p rche�G�_.|d eajEX8Q"� m 6��~@a�:Xa6T�{H. � incokZ>(B KkH,�M�L Push� )�C[ 6�, %}Az�(!�R,�; m"���6L%9 sub--�tEF�#"; toQ�-9 H��h �G� a�B!�} C8� �!�96� e*� 1k^n #!�r!k�$sxCal�:r9to �; +tq$progr�oe�.~�;%�m�xcih{&�n%s*W , do��WAM�  c�@ d&� ��� � elAp��  Pe^�g 1rV�Ve$�;Red I A�[J!�A�v � ; :st�onge�*R�5��oE=measur[+�f��hh� E�!Hon�P��Fea�!5�'!��<��trica?��s�� up�D!��{.S�_:-)* ]aE t � `^=Rate  1YARs�@nB>��D�U0;!ѱEbe��9 ! ��%^sh���(oes�Bx&�* ��2��c �HB|RheJ� �!�BT FPQ ��B ��Rp��1��d���a�-S!_ duA&�FFi�e!3l�<W/e �vhZpost-Y or� .� 9�eJ I - "/s1�a!s0R!�ty ID��� |microb] �ca�E��b.�T bef2 !He INAv� �\$ng Delay 'rd�f� r�vdE�.ǣ� iIq�e'2m� �&�(�<an.�5�/  �qnt N/tile׃�)!)-%*.�HLat�N . -�!�n}eˑW)� _�"BvfanK)g%G��P/in be��30�gL��ZcR[s %�a��.8� . Ab<*Ola���ETŷ�]��) is�t-rei� � qf�behin�KEc�+b=/,!�n. .A��losaX 0�(P* rpre�YALagE.6I�NIsudde� �Nas� �Ue�� ����!� � (look a�Hd �E9 .>M�MucN>c���staleA�o(>�)=�Y��h�,s)&�bF n��� �9�u0���D� �� �Eo��-� JJ�4;--M indew C� .��$G 1H. ��")`�Zng�,J��}� 2�&��B�W. B^�e�^i�O  FodB��q/orZ"��#hig=��$ �K 0E� O�WR��#2 Dele�/]Y RemouE��%��6:D� -s�K1arA#dXed�wםL obso� 4 �s�4TTL�Ci�- ��� ta M{ en� �� s}%� !�A6�% !�o�BH Px,uns OPTIMIZEe�VACUUMՑ �Š[�}} ��c� up -!U)�� �a 7-day"E �Ingest�� s)9pus�1. �h 3�  -N�z ?Ůs��S -����i�įF :� �<2�G2s*�e"�/ u=q^"�2W�Esis - �B�G @& ��*�F%]M\&�F1�a0$&�6��j�8�mL�s�%A � ;.0R_< �3G�bioe*m� ��mby jo~z ����*uH�8!%�Ea�int-in��ǽct�� a��JQ - S]ert� U��%W�dF� enI*31TE�**I�cD.zBB���GdY)ena�Gs /!��,B�aL ���5��r�uCI/CDΙ�>� �H�R�:�,1]al�.|oF:Yj�Ur.��*j' tes�kY�>R�Com�{a���mi2�a2�.q ��F��e�.�� Comb�]g"��a�/Rewer,iAef)�� %e�W!�F8cT%; 4sP)*!4Pj2N.�m�z�N a� Qu9�S �vm �ym " +32TPis�yet�Qwn >BRm�:!:wE�%Zi���|s." ]��mN!��8q5�� issu%�ickly .�q �9' tisz:I�Ad>��k 2�y��I )�J2�W[7� G�y��_ ��exС�A�G <a, ]K :RA&�RCo2���a� ��Rcc� � ���Zin>ce�ce J:�>begIoH F~ du�fut�ĩ:����( �+T&M<MN m=q��b>Lnr=dis%�8A�A(V� ��_qi�"<xF�08L:Xdeclar ��@�?.b#z d pr(to�R{(�)�����1v,n ���� �"['!.RGE� ran �!Nrollout ��Tcaɧ� rA�ʁsu>^n_�v�hi��!�.:.e tactQ=Q�io�f=zR�~H_�e�G �RA9-@� ## Us�R5tab !fZ�"Ai' $S>%w�:� �qoRvi��I�!�a�.�OjZMseVGtab. TowQ;, a `��M�a`&�e 6UO# �YAOse��m�h�I} Egno$FVbUo�E� calc^%�6� �N!�2. a݉\\ .q�Y � "E>no�Cx�\2� � A(Oto"�R�tab)����):� C/Tag�a� bar�#adj�h�$displayed �\�=ň�L�&g�,w&y% ���"�u:%p�<��S�D����`Not.B�j'A�C.>�runй �5� �le==z R[B�Z��R��T � - Pef�: ��6�& �dY��a� 6��b����e�� `E�_�=e���.�"`�.�s%�4 � unt�'%�rL5|� rƴ- E��J�5��V%��c`�"1�� n*'1 �wM[l���g�s�2c�in��E'a�,G2�E�3 �ID 6"� !�� �aX�#9 ClicpoyM2 K%]��Am�� ��b plat�A�Row CeP��!5n� ���n��-1 %3���o� }Yf%r��&a�im5� Esti��d א Ke�c!�=of uniqu�i�|�B��mI. N�cA��E� approx} �d� nc,�alg�h�u� someI , ty�l�t(5%eO6� �E�RT%��  ���:� �\ly-�s,q/Powa>/ **-��w**F�uI#5���) h6�. U�nrop-dոM � �D Ya��b� �u� *E/e>N�YVLe�centageiPpeAEPe�y�n8�( >�u_�'( re� >o"A��edg n�}Es� -%Aq7- ZeroμaA�eP� e�  !VzS(Nu  rs)��as /-Str� or ʳAr�%7�}�� H��K!���I��)���,Aexact-� �s.�3�3]A.��M*;MM��8�Va� ime!� iod.� 2y 9 `vs. 08��E|fs!�- �\A�aA =.�>6��cm9�K� m�/e�trA�shootH8�<� ae�梁)'�� ".��ժɐ situœ�)����ie`"��exVebu��ި ^5m���* A  �4�&����re �L%�i�Ϊ60�L"� #g�Ar�&�0 W�9phaUid*�"e�� � ��5a���������#�1a���D�"�Link:** &��kf�j*�/app/ˈ�JmSRm1x2er-M ing`M+�9���j��Z capa ɡ I؉ a gr��=a�p�%�FF#!b�#��>(ing. Here'xat!V��fin�MR�1S1**T�'6 QPS:**�&� >X >A��'[�'across�R"�L�(-ei*c{�-�"Fou ��gio**� Distrib;�Yo偦v�2QI�ai+� (p50, p90_! p95Z p99)��� milli � U�9���q1 ��b�#} �N3. ** B� � �4�� �� of`aDxE� ��s,5=egori��by&� !��s.3z**:�C;ity!QI!�`ar�QD(h - **P��U�aaA�<Min��x ����$b- o���@OQB%aM.�ja�$6au�! #tt�f����� of2D`Nby83us�%�break�w!*�$ k.�Ain=n�4� such�o�y,&tE| JUn"= ,}��t0. !Screenshoz .er��1�*2 L#Q�`RI�H�Ha�prehens�r �Q:%�*��Jb5: IV&2 )�6�� arti�rly? for �̡�insight��to60�w���ȩ�**1. D8�DB�$�1� N�**Ѯ� �x��AX� cνEYAC��2�FI)T.�,य़��;K��L�f��f� �%�| i�Que�' Per l� (QPS7�J�� **2V4dis�Eg�"��s��fa�.0�R�!-� %�^G!-�Q y quantif�7��� �-$O f*N�2AR Node� q��� tT��replica\� V����"?#E�* f,Memory Usage m*��z:66�m6]�rump�2��YW*���� � �.ɷ�Х� z� [0"��E�z)4 GbS�hoe\d �>82�6>& Z�S.�o�� <"E >2� A /<͈xic�>/�� a�c:� a& X Z� . ��-�M�� m��BM�!��(e'���h�| < V8*��[ c*�pR �he �S[�+ �e5� de Jl A"�o yie�� 200x &� code,={&� s ]ful �� � N� (ia)&m ) �}NQ���� ��E��( � �F'Mp99�e"�� �#J�var��"\v�/mp 5�5�>1Q6S c*� R;%��a�evAQ8 m�,ŕd��EextraA�G�u�&;u�/ SLO��o�?l/nfo!'s( r��P��API R}� : � !yM� �s*��I�Bu� R�� "i%�:����$�maSa���+�put���}�H�M� es�+�>� enri�51�**!$ElR��U���uO.��u�aOv.e�.h�c�6 ria a�QL� ��� (SLO) et. A�ʇ�Nide�7 SLO- �l�� it s!�m"�V6��t-��b����ND!R���ZA&or&�2MB[-h�A���fMo , "!iV!�2]aXa5msa)�!6 er TBY &� R~a�o�2)���1d, minu�y��� spAEwai��!�on-de1� >1ad� let�t!=a crucO%�� sse��?-�i\ w�!���7:&-erj   e"7���re� ���x.ker�pe) s�encaps2�F ,��(al5,_.\O�%�%kya��?�(q ionQ� Max1a�RA As-��b%�d ,�.A�! �x�mW9� Q��>�O.��a�g+7c ��k�.S!�Vy-��o� p� Ba��K Vq[-�cum!��5����i�of1{a.%��n�'ul9?�R�!����B�yt�-Y8 ��m0e�mi9V�m�s"�]l �~F< �'f �  %Xd� �pLO�is ���equipMr�A��tF+ O�H.)"i9�te[�on� �:e�o�O��.�� ����, i��Í�4": 0.015835683&e�F#6889888#!�Maxh D2687345 QSAREQ�� 3722�W#M/ buggA� High���ngmSi0I�eenqm�7QR -rA�er�6�'� ٖfacto�`bFn� �<�i: �2�!.��':��ofy1�%t mFd(6� ���ms��R� low- q�(�*. S]f��nt �6�$�se �.Ds7��# UDt�7P~e"���+**�J P�s � `?C�/I. I[��w!���� # st vT`��>�'eJim�;an�5�,���!�w!J)ESdro�might�. ��n !,�'2�e ism �#�0�5�n����3�roughp' &�1, 1t2 f�in�Z"�� n�dliz��=�rel�on�<F:D+��d�H&��A��& C+�9�( si� ��c�<e��]6? A@E�.R4>al�to he!�eAmm�-_  9&T Ub occa�ou�=a?tUc��UVQ A� t)�N�5� inde�ink!΁ =[�p-es ���� 429 <us.�4�0�c�kA���~&a6:Q!er,"��7th c����5xxF&)e7 "w<aA�tur!sby�)fBL!�Iծa)?O.R *%6vW I� I do:-#5}a��f-&I��"��� !% �?24"i�0�3app�a�#4�> � i"-~eKSe�'!LeedI�1��.JQ���. A#�"�AY�7 Mkabove:�  /CPU2�is��KBna4�Sa�u�r�O Mg�!�"-�a�  **M�3��9e�q�**1 Avoi�t �or hi�9aW#� t��%"����lDҜW �(Q!��c��3����e�FɥLޅ+(V�WH�3� �� %A&}%s�j�,�_�%� *'8ie�*& !�f�;/"o���f �-Gi "�[X�AB��&�%�# P��E����hi�7��Ak|wVl)��%�rJ*�M�3�<�bmalle�G ;s��a|o a%�erq�� P�!\>q�>�,"k?�.:� U roa 2MiB��zс� M�r�� }��6s9�-A�#SG �С���_y a?�vh�`�S���~��,�0��% �|&;a�] i!� e po"al% ��-F MP�@A` p.I��$��"EXSingl"���E��$�Z��kE�H-=; e�+#n�I ���ns -|r?�7�� �nl�Ha�!��l2j��ES��-�e�3*^�09lt�xr>� s� � �-�f�6 �y)aaim� Fine-tuneR�aJ&A� bal�f"�>#|�l �;"��Nq:���"&H ��o)�As�+�@� ���h�c��%]�  i� a ��W� �4dq\=���7oVY8@�mAh.�onC"!�*}i��Q�{ e!�� lo��"���!�upli��# �)$F�� goa�-�A��������E֥LQ6�j:h�g�B"�%T.� 6=n%%�"*ք:�6���+7.�W lK"A�Ia;�!wr�E�9b@:"�-AV �()u� to3 @""=!�_A _� loa��headrooMK�I Aspike��Ho�6�GlE�0A��ǥ are tODvusual�,0% � � (T�eM)�DLiC���5�)cy"�� ; grap"PA]"j/��er"�$&� |atJ� ICa� q��.e$1�-!�100%, pP�f�(�I�$S� N Is#RyL]Ѧ�4 "����:�D��r)ec��BN��bM��+���a%�!V-��. H�ipe�����Eon�y-C� �JB I%��� E����E�<�ҁF�K `NT�`�!`i *�`��G�L2�imE�� RTFV� �J18z uQ/ `�\`�-�cA 6��)�ut�"`p�` 4�C.Sih�' fixN �!�!a�Ak���8"#F�NU�J��si��z6�5�ori�r bJ�u� s. #�yo�"kL�2� ������EF�MXX4inputs, considper materializing this data us�ransformations, so there is less work and .�Xs to be done at request time. ## Debugging Client-Side Latencies :::note 💡 The easiEway_$mitigate cA side lA i�,use Tecton's )H libraries: Python � Java ::: LP(y issues in� I�> can result from various factors, including network bottleneckshefficient code, misconfigur1qetc. H!rDare some common on�### N _ B_ !�Connec!� I� Check�n 5c % vity6thd: qualbetwee2�and server. Use tools like **`ping`**, **`traceroute`��Hmonitoring utilitie%�identif1}. T�$loser your1�)�� �,  better Y$. Ideally,2Aapplic%q run5�sa!m4loud region asQIR( deploymentE�#.o Pool� CreataKa new5m,on for everyuAQ leadA�\**high** overhead. Impleo.Fp i3reA� exisq1�onI reduc.� setupa Make sur!� manage�d size%�Xe�0outs properly- DThread/ConcurrencyU� High9��occur duwexcessivzE us�or im f hand!] of cc�es. En �hat2�i�y �!�b%Icy h ly. 9stechni��I� asynchrona�programm!� or tX%7to �$e multiple1�s e�5<}�Tim)_ R�A)0 get stuck141ly!��?ed q��x!�. Set ap�ri�=y�a�socke��0� prev����s��han��( indefinite!/m uses a 2sy o�7a�!backendM.Measu�.�OM� H��iQ good��5���q1: - eem},file, `curl-��.txt`,�4paste in: ```�� �<_namelookup: %{!L }s\n -0 �- *Capp *-,pre�\er-.�redirec[ +WstartFY2 0J-=-4total�J![ -�ja)�`Q[ withi� paraF�� feat��Q?endpoint%�add '!�L,field `-w "@=�"`�LDis flag tells cURLA�use �^I!E4.�You willeA��thAЅjA$�YC2<0.006374:  q�:  8735Y 464 =�964 ��1�hs 2� 457261s 5�>Y�-� 0.057327s)�T!98breakdown gives!� insight�>��ow muchEi4 each stage of%�pro��, took, allow!Iyou%�nderst��Aper%�nc@=��. **If@( peny major�or � in `m}`EE`9u`E're pay� �1��c��nd auth�A�~. UB a�Z���IEE(help a lot O .**"� 2: %m)8 represent��e �tr k!2(establish a.�t� �  af DNSE�upm {4involve negoti��-* ion e� eter�5 e�i!% both ,� !a�erZ� un!#e� , it%�A_E� second�s�6. �� �2 �=tak� oMLan SSL/TLS (Secure S�� s Layer/T� port  % ity)=.Dis�.� encrypt �> �UmittedZ8 �-# s�A� purposes.E ## F�Ser�?,Errors WhenA�r system�experiF ng C *m E s e]4-provisioned (| � above-lis� situ s)3 %��foq�two e�� X 1. 504 [�] -I� &indE !�at� �Xm� ed!ah�� 2!$I# 0 limit set by| beca i�QLOnline Store did not��respond!� coul�@ (seŠ� �`. 2. 429 [Resources Exhau!Bv��� haveB�F� l A*� *| )Za�rF :�1. **U�J2�.**)2V)>vcapacity2�💡 In �ases,>v�)�429� i�1�)|'s��A$infrastruc��is bound!�A number��='o)�quA�s�^wexecu� t aūn 9!�� Si�UIcy be�utilized�es�xi9 T�0 QPS x Avg Qu� L, i��, a sudden spiny�,ah &?1X$ available%� incoQ ԡT they�Aa� 429 eR�-P---  bar_posi��: 4�� im��0PublicPreview� !Yre?d docuge� # DQ Valid s <6Me� ={[ "A2�)� Qbrick�I$EMR. " + "��Q{isa� y� up�ed>$Rift-based�0Views."]}/> ^N��wdetecte��i oAa2U has b�&+ed. If v5 �$ul��� �c fail��o mee��pec-+ d ad%E interval� , alert emailIbe A� to�� �١7 as `2_`A�!��N!2 declam� , Terminology� **2L$Metrics** f � stic�((at describe�val7outpu�� >] �9[����N|em��in A�. - **E=S �verifieUasser- s about m �. .8��b}bE`on(F� xampG" 6)�({'<100%'} oE����v 5!8null" �}L �!� Mem�ao!�t��UBA� I� et w9V?6�..���2 pass� E� �AAy�no��specifie�er q}AeБR cov< 2�)H%�s,.�A�d |I� Defao.3 By d ,�b�`�M�21%�ll Batch�]Stream . x:::cauA9 A '2Gs,6�m'V.���y� l� off�9�edU)�4 |.F;N| A��Bto.#@lan%e.� | | >KF f%j� �.� ro�unt > 05 |2%s )H.<row� bea�`di 6m��2�b!HAUhaADy non-�5aa�[!�ll type�%�h�%��aA g at_s�e:T, �4 e�� S�.6�f� zero� NumericalN�.H��T�� �empty�|aΡor Array��HT-stK/aH��vU| � Ene�V"L!�� E��s ��� is8d .� , by  `skip_�_.=True:�6���!' is e�M�:as� in a�]or!g>\��� � eb�@A�moE�c� 6 hoursB�� Y w� �to -/j(  Na2��c�oayhyĩJ D,aV�Tx unse�##g !;=�R5s T� � �U�AZ �ll2�e ay,space by sel�ng:� **!�]left nav7�panel� Hweb UI. !Screenshoh2��Nav  �E�Co�� _� autoLcM generateBXhealth-_ � � s� ��freshn�)�� b  !�a]� /res�� $are differ��Q P$v�>�i2 eF� � - `m�g Not$ ` - Repea� Failures^5�M"�Er4�6c�ingb2$- Too Many�{Too(n-UT�v IngesEE$N�,+*`�note It�S�l(en�6� �]eO-_e`� uI :�consum�n���^ B>!�s To4JM ,MKy:�A�`�_U�`�� �Ma :fi�xRe�orC ```p�  @b� _M�_�((�5q�� , #@i��� �9E�,="demo-user@on.ai"6D/ recip� C�Ged��= 4delta(weeks=2)Oop!palrid_ �,... ) def myN�inputs)�� !�Jk:��"$to `False` 4a�6> �8-��s� 2�: R�q & Must�an:U - `f��I��Ai� LagEK Write Rat)��detail������-uev�yA�un"� �Xi� bPaA, longer~�W EeZ� sholPtoo low� &�eg�*�NL in �z]*�e =2Gi%���#M���>��r�4� !~�kidea� stal F=H , but"��s�� noAbA ;v�LtriggJaZh%l�7 �b�^oo �"�a�*Q� U� ich��beq��.&her&?. �%� ��o� 7  �#yp�%�!�j Miss!ups�� -�V�� �"��9NI�job� e/� � pr�  no!�W� s - Ou�r spot�t�un��$yv�^xqA_R^? 6; $schedules  2%�,Nbn)�a 1 y stz gy.`�MX��)y�se[�happen�D quen�"�%6 two !��r���S3 . r�.D RA���Z3!����΍Ma��ij" .��^B q�edFo*n�:� Mf�nea?!�?�:G.E � ��\�!�&� b� (>A �(il��m %:"GEmo� e�g !M�G"Bt"�\rnd > �tin�wy :� . A����'2$>� IL c be f�A�($� is.^%�`EZr# �"E����͚"� B� %[� Ł�� i! �!� ed 26����3z$ 2 �6{� a Q�`�"P ) .�:�Gs� too %�"���� /B&� A�al,'y!)na!Lf M�lW(mpkr"6insuf�*)ZE@: D",5 +`&� possictriB"A[d="+63 %{�!1JA�vw��ced��!�� e�$��1.Mb!�WBa�urecY>att4s<D�(i5#furp� ��YCLI. 3�aWcl_r-levelesuAOY�:;� �ea�if��! Assu��9�U5��Ged!Z2 A�2� !R's� (ion1 �B!�&0 a�I�; *s.M�.M+5 s�� w�ref$ � a�ure wd&a bX N�E�#B� Info�!�)� Click! link!jto&��a7͐%//� 'sU }N�UT>;tab[ expl:Ja����-*' �!�nte� . I�n �  a��*ng�noisy 2�")&a�er9  for n"  mD&��!ZQ iis; thanN actug� �A6ms!� �0�#�� r!M"�.!@B�C� &$ Scrolz ',$�">�Status"XBJobs" s��-F'&&loc�R! `"$ m�Vf &R2�C/>.wAVl�1 often�ful!� !%�#vid!he�s.6ab(jobie��%�*��&�2 eL>o*,' M�" ���B ��H 1 6*�Co EMR1 ~ �HiY�64N+q1Bza�X"hea� UI�$t* nkedu$��(vide enough.�!)��%/%jYQ�/�]SDK. find� .� . F�2�6%`�>�-sE�P [FEATURE-VIEW-NAME]`�(e z9-hvdispla2�"lag!pK$J/tV6�~Lad_ground_truth_ctr_**(_7_days --l�%=5UA� �h i�� UTC� $ zone TYPE�@ WINDOW_START_TIM ENDSTATUS64ATTEMPT_NUMBER8 JOB_CREATED_AT�:LOGS =���X BATCH 2020-12-14 00:21.SUCCES%O1G1T14 https://...cloud.����.com/?o=3650800870221207#job/1772891/run/1 B�3.�z0.��113�� 743/Z�2.��19.��11!��V598^�2��8��16�V447^�1�0!�7��1�E294 �```&$als"Q A)*� thr�F�����by �0�'�� ws = .get_�8sL(" �2$") fv = ws(`�"...:�R2tus() �pC� L� "lh n:�imn 25� g � S8 ��� u j obta�n�T [op4 B 2z5 ��"M /2i K bym/�9< � havl:���an Fz-�.���z)0A� - C 6Sr? =Q ;$� 55 d At�y�y �� N�$ 14h 40m  2d6410/01/21 2:25 � _ad_ 7@8on_cou.1:a]24) 2h:&a16�1,tent_keyword>�:v24.�a5ja09/04� 2:221$p>[U26�6nb 8/26b 12:5bis_" $_as_banner2_ � - .  07/2�13:51A��T#"'APIJ��'API s�!��JaA�) � ��"n Plat7m�"[Open c](�� open L.io/)�+ ndar1e 0�i% mpatq,�APMf1� ke� 0Dog, SignalFX�($ New RelicI &- g)&<1 ���&N.� 9�! building =+dashboar�:o�9� . ence9"githubF !BOba� �(/blob/main/d�4.$ .md# �-  -1) ��� "q!%*# G"l13@ | N�=& D],p[U~���| T�' Unit .| Labeli�|A� easeA�ge�'�L)L)��N&B* .V�>=%M** a0 ice_�4s�:_c**<br/>92Ŕ of"P 9�! ests� f.minute��� | GAUGEE�֡��5 | aws_A�].4R*jM=GGet ���?t � -�5Tl. 51H. <� fans](��"t 1.#�9s���s}P?o\0aLb6A.�ME. �UXidR_<]�M�3ncyM�-D)+ng2�`�)+ ?!gQ���(| SUMMARY |Q�2|Q �>:��er_�s.�>P "Iby HTTP�����6�Q�per�.|�]2M |:�er_utj7�M�Maximum�7���among�+a�m*E�e� �!�7�7�vM�4r4$er_averageJUA �U�U�U�M�M)MminA�JMM �M�M�M�MrMspark_s�%_max_�ed_QF_ag q�a�of �T"Bed� SN/����.��@6�|&�/2���FiC].O�46MinnMM��M�M�M�M�M�2f��:.Qs����V�A=с��Κ�-. t'=   ����.�F.M"! pe* ")F�� F��h *e/�/ Serv�DA��N�N�N.M��Κ@4_�e_wd/.�C 1�����R�.M�:]���:��.B������~����r�B���������&� .V�>N� �}��Z��" er�"p� � i�^U #�S������-B�~|�| ) b��b{G�? �.�P�P�P�PF���6_grpcQ�z GRPCx/-����.��7B7Bҁb��B�����F����J*�b�T,!o� a�������&��)���e=Qb}o,!K�}�}�}����N�{�� ,���������J�sca�/"��C %[6 � 0&�S�[�[�����J�.��a .���cod�h���;!Uer_des�8_replica�&1�D  r  �: k7O�;W�policy (@6y�;t�cH))�n6�p� � .� ���cu{`tV�C ���g�g!gf����v��rI6�� M4F��}�}v}����!�2�p99�!_h�P99"�!of2E �; L@���+��>��#�f.� �6l.�� ��&��V�2�Hing���: &�a�aRa�.��:(&�&BZ�et?api 2�R..&06�?^+�����&� �� ẁY葖q1�"��y��������&����)��&RhQi#���"�"�"���_ (4xx�35xx�1 �2�S6{9V)o�c6�������2��@���B��]YV� />^� 7 ����������!�Y 3_cach"/2�N"�a"0�Em95+Rn�).P. One FV� /iA�GLB.��2�i.�F� ݅�.<N>"j�V.Ee1�hi6}P�+eof15MM+)|�JF�C�@ ��R.�V�.1d2}� ����memory_u�(Sk Am� #!eby�1%�is>�dby=�b�pimary /"H��.� �6B� shard_#66)�Ɓc�h��L<�Jf�ILy3���-����dr��pI�_nodes6 � I��Cal�Fd aLg C E4a)9zi�/r���.�6��5.� ���gv� %z�&2����1�.��I2����e,u2�1"-ͬ���A��s*VgKNCPU<e xKR�<�����f�[I[�.� �2L�~ ZB�<�j&�:v=reA#.Rq"gLst�<1��<. W4>end oTRrel�LonR�< :�>QV�<&�=�Qe 6�t �\ x!�$K��t�]a�o,� welli� H4L�b��=)�.tocol.�)R2.|�p=�p=�%b�'>v'�F�Ns> (GA)w)ad�=�(use. Schema &Q�b1l-��L�T*ye:Be!U+:|%\n�kAcol�a feedv^� subj�eto | bef*Po�Dto GA. �DUt^NB6| Ux{P�_coue6 d. Wwb MinoE jntPV�j"!jend-of-�M dat�dQ�B�w#AN�o`�A<�R-�}>.�F,.ai/api/v1/o2�@)�s`.Rz'Xb�S^Fdo.G '/x'5Gbash $Zx(-H "Authori�8:�BX-key $TECTON_API_KEY" \�E� $INSTANCE�� \P� WL{&S0="us-west-2",>� �id="072b546997cb6e586ed460ff0a3743ee"B6$="fvfs_1"}�u3724 1692 6141���x05c5a6f3517e1e2a4ce411372a15d84F��2���f�tc922b96f55a948e1bbfa08fdb3a699r�3J��G�V�sXn�>,oa�a gaugu}�d `>�2`�Tla5B`Y&`,F:id`��BSja�ad.rll�Zane�A�assocO~�Y�e`"ice ac{ to�; U}�.��}6.1�I0CLI2�i�1-b�?temv --� "m�-api-?[�jq�&�pVD"�,T-%�"�al*�F" Sa[i�EKey -�J��be �to�s$it again. �� Key:.���� key �3!A-CID: !-+�-idIK��� t""Te!�retur��DCL�g. FSDog A P4��an�c�Tu�`tWges"9q:t�G's.� )�a6T. 4Y In�Kl !�  t. �3:�� ?p step��r kipp f!"�X�2P0 (≥ 7.32.0)[ru�Z�t%&!s machi/pa|f;\ �Yac�:� �JѬ�F!�.� Th�b��>CZ depe�z�Tp�H\S<[!o0[al�2~&�G docsQdoghq�G(agent/basic/6nt_=�/?tab= v6v7) �ao��c� �Z Edi�]e)�U �f�Sq �^:&�~ory��guide �a�fi� -files/).hMod�**`.�Id/A�.yaml`**A�ad"I�"kI:IR```-SEspf -a�9J_1�: '��ց'v��wO:��2��.� - .+6(i�L# on_5v : 302(heaY>Pf�<��ITOKEN>2E �DKe�De�!zz[Splunk� Te��tr��or:s-E�6�Jgdi�KtC6.html).A�C���7 ora� m�1[..�uI"]rec�\r12 lightprom�u �:"� �!3F���C`�Rf�__attribmH]�g.A���� d: fiim 1qM.idn89ex7G9`sKMfx8�|@_token: <SIGNALFXQ����alm.REALMI� � R pipesu�Fc9� [:�]r � [�� avY�(OTEL) C)�or�R�~2� dN doesn't�j��M�ou"!box"�R i�wA� [oyyi*�M�C-ZS-ror/tree�M) � �k��e�cl%� a �W�{*�N��oXf�rlf-ho alter�vve Gfs�8al [out-the-box9r���\A��/ �er)*6\' 6D�Zgb6Pneau�9e.�W�Ab�~"k5@�eJd�[�nW 1 (�i[B�9 ���P/�Ist�)!�<:#scrape�� fig)Bvb�a��yBrU,)�T�\yG  24 �2xy� -4]� : otelY�y�=!�)}���⁖�e��7m�_path: r36�& �P.2creΎ als:2U KEY>*�]ic-�= ,- targets: [b_] Q�?~Vdo-japi�4site: <DD_SITE�k� �> ڍ� o O�L Dsend_�+�L : 10q�t��)s ��:�-� j 2�Y�o E]� [�9  [- ]- ��T&�aw�iq"qk2deTrehen���? m@��� �e�T�\ eir%����p��is pa��d*�Xaa �'�h(�3�!S�+�� link� fSe:Ł�T �sS>�` V�j  �W_FoZW�f,wZUb Track>g`E�us,!`g�W 1*�_1��qb�Abr�,Uup-to-K%";U ��AD ng 6d fcom=� ��!S�a�4il�5��%]n e.��.�ess=�&�UA9�Pall�G=,ct���)+-� 7ce-"� analy��. I�x�droubl�qot�i ��on ����e�gscenario���.��� 6d� !�v��qugin.�e$}:�[}QSsum� �s �Y�h�n-A)yeiM�����62i]�! e1�edO ues.|V��֊QZS).�N"&"y:%�H*y��s6�i`x��.t>Q�Ced �ys oh�h�k-0�Yz�e� wfet to mƝ�. S�es�3 Aler{ :g�you�- 3wQ�fg��.* %I�="c],>O% [oimLU` �!&�1x reli��y��q API 2cZ deli@ A��Zg�}�.�Q�6* QJ[.) [ at. ����x"�%,� ies,� �� .);q�p  ARw�>popular�)[ N")[ B�Z custo�sJ�Z!st�N�F��needs.��,�6(~import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import YouTubeEmbed from "/src/components/YoutubeEmbed";�# (Deprecated) set_validation_mode The `set_validation_mode` method has been deprecated and will be removed in a future version of the Tecton sdk.���� _@���(X����"H�@��� 2h����� B�A���(R�X����0bȘA���8r������@�B���#H�(Y¤��'P�H�B���+X�h�¥��/`ˆC���3hҨYæ��7p�șC���;x���ç��?� D���C�)ZĨ��G�"I�D���K�2i�ĩ��O�B�E���S�R�ZŪ��W�bɚE���[�r��ū��_�� F���cȒ)[Ƭ��gТI�F���kزi�ƭ��n���7�\9s�ХS��];w��œ7�^={���ӷ�_?�8�`A�&T��aC�!F�&q"Ŋ/b̨q#ǎ?� )r$ɒ&O�L�r%˖._Œ)s&͚6o�̩s'Ϟ> *t(ѢF�"M�t�4�M�>�U�T�U�^ŚU�V�]�~V�X�e͞E�V�Z�mݾ�W�\&��W 5 text_chunk������W&��W&6(~import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import YouTubeEmbed from "/src/components/YoutubeEmbed";�# (Deprecated) set_validation_mode The `set_validation_mode` method has been deprecated and will be removed in a future version of the Tecton sdk.,���ML��O�N/A# Feature Development Workflow3" Deploying,Ts in a Repository to a6spaceYChange4dNotebook docs with Quarto Test2(IntegrationsBDebugg�HExample: Slow Execu- of `get_f �<s_for_events()`-^FA�8 Start Time Bug �wQueriesHTecton% Fix!Q  Unit �)st Batchgs)�StreamRealt�-�s)0,SDK Referenc r(Data Types? 1$ Services\ResourceProviderContext2 s  K Y!WindowS= Aggreg)� s= Life� )AhsA2s $!ing ��Wrapper- $Materializa �Io1"  D � Viewsd8Storage ConfiguIZOutput1�2!$!2 forvdA� i �=Le! Edge)�%�Trigger!�2Z @ �:>� Job6}6const Model!�erGroups %KS%�s"$T(Deprecated) set_valid%V_mode)�Session%38Virtual PrivateQ�ArchitecA�6 cretM4Security �a�,ractive Tour)�What is R?I�+e�ng�(Flink)�CLIY�I_�$on destroyI� repo-c%� showbinimF:2fupgradeIQ , plan-infodZ list #/i Eweb�(s)D1-scop�(delete  Rget�S creaV+put �+ VI5�)� � �co�}�q6rver-gA~ )sM)2describe)� [logout �  user   invit � �% 3Hget-caller-identityIvm6MIv: statum4 Q>#freshnes�� &vera;)aRl �.updateI $!m.")� � "fetch # k)� 5N%!i,ice-account eate��>�--�)>" �V)�V �R�  x ? �:~Q�����VY � Y!R|1 %I=:w de'� > Hintrospect-api-key#RmH o �environ} q I�.ge��. ��.)S -L��%D�.Hresolve-dependencieM�access�X trolIk6�-roles)�J$principals)w:#assignDI�: un"2logini7 ���2#apply2# test2��)*wor�-X>)�  q3/E  remo!S$atabricks-QN5�:.3store,:J add-nG�Ga(4:D(set-defaultrL �Lselec�?how��,Releases & U�/s { Zero-down ( Platform U� �  Launch� geM#k Python� U�J How� man� .��,s and safely��I�0.961.0� Guid60.7V5 6V8 9V7 8N�to 1.16i-<Frequently Asked� sክ�Onlin"�  ingiI Creak & M!*f -us� N `M�e,`� Fild fig� PySparke Frame�PandasCon-�� ! 2.0+E UnderstanO the1�� � diagramI� Shar�s1CGet�� ed hI8: Setup Require�hs�`Connect�j- 8 "Rif��"$to Iceberg�$PostgreSQLiBig?y �A�ToIp:'Kinesiw� ing�2N$Snowflake>%VO�D�Kafka)%� lAK� .\3i ! �� � y Catalog��1&.0E�U#(to AWS Glue / IB&� UsA�LELa �:� 6-G !B� Redshift<%;ee�%� a �: �6 FuncasE@2 Singl7(er Clusters)p4Fine-Grained A�I��I.I� Tun�hm�$ Retrieval�I�6y :Compute&M!��)q-�in Goo�Cloud��� Y^�dթ&��U�BbFJ z��1�EMRi��SDK�.-�U� �EMR)�,Java Gateway�� Exi�%Befor��y8its Port NumberI�S�� Your �UFeI��@e yRedis�6� a��2E6Ba6 (AWS) #DDynamoDB Multi-Reg�in:�BF GCP)��1oBigtableJ�5ԥ.& Ca�Qa+to)ER!i[7$-�]O�ch per&�q�e�Add UsaTtoE#"N' 6�q�mn2g 0Pro�`matic'U�{o B si�`Off�jE&es:�=% Sync ��� from)8I��%;�. SCIM)��Mp��F �� rolsw Install�>}=7yaE�Ù`p�ies�N*e aF#y� ��@er�ku�ECI/CD PUs�`w�OLink0:� Customer-� d keys�Encryp�y 4Uon�^(Third-Party�^��Def* 4 E!iea�$d Join Key� 1$Ta8S� c&��$Embeddings�B� GenersK �Trans ��n4Design Pattern Secondary�.o�U*�գ X.� Back�nd � BenchmarkA:Per�nc~ iAQ.`EngineIx�p `ttl` (� -to-live))�)� ETL2� IncrE�al� fillM�8/ a�s�F!����2:ɜJSi N"EW�f��b$r )E� #Ing�API.[9t��� : w!{BM 7Time-\T&� ;B7w )lex��6 jB/��`:f 2dM�R)RizStruct ��Z-t;Return5M�-�R85���alcule}>I�S�i�6�E�2-tq��(er-core:1.0� L -p� -ext�d:0.4z 5z 1*Eg Pip .� ��MO*��Cb�2zn36�&���Rq�|U���er��,a�s5�6� 3  aY eZ ��.�89&�R�T�n�:iAI� �Ps<!�ng%�`(_r ()`�{�U#��A Rm� � �Mi� F0� orQI�DeAQ� Drift �Fiddler,f' Ariz* N%$%��d!�(ponsibility�D(�`pr�_�`� Pro�Produi A�en I�� s��W &���E Cach!{�(Ee�!der.SLO-H-w9�>'�b Scal� QI Limt a�<Safety Guardrail<Ru�`in_ B�SPTc$N! I�<System Audit Log� �P �Glossar�"��� [�Jute�)�f j cept��ݟ D�)N!�:�I��v)Q 5W��"y%PC�l+�� j(Troubleshooe�P%qsI�N }aia du� Spotx  AvailaI� Manually �>Y��&� >xof)-Base"B M�E�Pin�hor 'Rui�`Sl���if�2�  b$Cost Optim���)� 6�2Aony!�.k"6�� 4.f� SupprZ R� atesG *e)B8� -�RiMMin�es .�~�! Bill�  Usage}0�Mon�"A�& AlerAIbI��� x Buil ]�mu2C(%�->�2,iw �QuI�")cCa�2$ AI ApplicI�w� A MReaYZ�K�2Incorr&�ae�Result��C� � �!F(F<Method����R; sets)F? Runs�lyA�a���15hHInf-#G%j )2(I�( uz K SDK (L  ing)� g�����fClient ������A-Z ��p,dtuses}��U� HTTP� �S;�!�5:�G� �/>Ŵp�%Va�rs-�$Wildcards@3v�via��2�# �Publis"Sj$a Warehous-O:��}%Qua��c# ���ingT2.V"g#sʅ9sY K!}[�c(with Tecton��,�6(N/A"# (Deprecated) set_validation_mode���� _@� H�`�@� a� \��A�<|B�%L�@�B� -\��C� 5l���C�=|�D�"E�A�D�&M�<�E�*U�\��E�.]�|F�2e̜A�F�6mܼ�G�:u����G�>}��H� B� Bt"��E�9z)�$�PP ��K0eҴ�S�N<} ��Q�J�:� @*U�Xh���X�d͢U��-\�t���_�� l�b�C� �2�0С�3�� Z4Ҧ����kز�ж�[7o�� 'nrʙ;�.��u�ڹ��x���G@=��×O�>����`@� (h� B .d��Ç#�8�bE�1fԸ�#��?� )�H�%M��2�ʕ,[�| 3�̙h��M7qȩs'O&��X 5header����U&��X&��W6(N/A"# (Deprecated) set_validation_mode,���bL���d@https://docs.tecton.ai�/1.1/the-feature-development-workflowR�DapplyingIXrepository-changes-to-aUspace/�� :Ts1�3D_notebooks/READMEG�5pmd/aggregation_secondary_key3�Khello0�7 test=?sA�4/integr�-Q~�Edebugg�queriesDexample-slow-execu!%D-of-get-historical5�m��^�ac<-start-time-bugB�qqJ�F unit%w ing/A� -fixaU=�N[�AA ractive�A!�batch1Bs\�_>_stream`^�`>` real%�s-�b4sdk-reference8�1,/data-typesD�< �-servicea� dexX�HLresource-providers/R P ContextF�\\i�<�J � �Z�@��0-window/TimeW S��O�^2^�Ɨ�J� LifeA� �>¯�s�/-O;�Bm� ݎW2)I�wrappAo%"�6E-"@-views/MaterializūM�K��6VR� O��6O�W��configu�/�age []�[2[output�y�aNa read�o an��2�6aA&� (LeadingEdge�r6rm6�-job/B�,TriggerTypec��2�NrEhQ�g transformeQsAxst9�Umodel ��?��er-groupM"@‚�f�� DI�D@session/set_valid%_��>M%�L��Tecurity/virtual-privat� y -archi� ure7�P4(on-secrets(�;�� introduc�  &; our,�m.AC�0evcs* (prep/flink-� � #�Gcli�"@cli/other-command� stroy1Xd V�t>M� ��Q-show�ZVZ init�>J�J��VupgradeQ �2J� plan-infoO%R�VFVlistM��B��KJ�webK webU֖�.I �-scopesڗ J>Ydelete [�IZZget��6�cre��%��6� putP��2�)VN�T2TA���V��� J�coR�w��S��r"�U.��� J�.CNW%S�L�\describe��J`logout� ��JK userI �,�G-invite�NNi3a�ADget-caller-identit"'JY�e: 1S:`�]n]-status�� J�:�Z�$-freshness�nver� � �� N�� K M*�PP upda���6���������l�>fetchEڥB���FI�0b֛��$ice-accoun�9:-_ atef�frfA� �:�Qb:M��dvd���dvdI�g��r� d-��:�Z��@J��]E^�*v*)�-*i��r�q� md�mrmdeol�hrh[4spect-api-keyk�prp�-G��J�environL Q�����KN^get�� zYI��\V\�T��v��=vU�=��zZ�lv�"$pendencies��J�access�tro"^ 6�* 6EQ�6A�-roles�*6Oje principal�� �jassign�eֈ�guni�b logi"�  B�� main�,f1x � A�6F$%G ֎�G �F�F �m6�"�K���WBW��� ��p��F� remo�� atabricks"m u�T�tFtce�u%F�j� add-n������Wu�>setfaultr���B�selec���%U��$release-)s��21$/zero-down�"-; platp2s�L6Wn!launch�g��(6G �d*&�W6E�W%*best-pE'ces�� vX09+1_0-guide� �06Y07�XBX5X6�XBX8X9�XBX7X8�X>X10X116X��, faqs� _� $��5�� (/online_mP_�ng��?s ,ing_and_mana�+N�G(troubleshooN/",m��-for-filP- figs�2RZ0pyspark-panda� 2-0�/ shar&[./unP) tand!+���..��6I�set!%-up-#�� B5�#necJ�"8#cov��>�B1 RZa rift>5y�z�z�icebergz�}�}postgres�~�~big�/y�y�ykinesis{�y�y$snowflakew��kafkat�{�{s3��x�x�t/us��0 y-catalog�f� -with������ ����� ��B{to-hivex�����to-s3��|�|q�-I$%����ai�`(����� ���5��%}: redshift�� � rc%ae��$I 6funz*����� ���-fgac��#r��8��">/%�-tuning�@%�`�OJ�� on��gcpAo�0�� ������}�: ��26�,book-cluster���$Z �#�#�.- )�5s�( ( r�emr!�emrz}�"r"z�Vemr�/�y}&�.ueemr����l,java-gateway�0-exited-befor��<its-port-numberq����_m�jar emr��uan--!qQl:-aws/�A your2;����r �redis�����*M �as>>�x r+:�.t:!����$multi-regii3rving�D�D:�n��Gmon)��v�v gcp��v�vF�bigtable� 9^�-cloud��'=1t-google �v�a awsH�? ���/ administw:�u^� F�s-per&�֞V� �u*D -and_M.N� "�s�OV��;m� ��!2��Rwprogram�9cl} �&f*s��F�Ru.�of[7��2���=� sync-�!�:-from��Q/U�-scimj��9�AG-�Wez&�6q"s�\.GseaTinstallAPA���cli�v,F�Fa1�"�V8WGies��$�fy�Fgy�I�e�x�G!� cicd�i":ponents-���;�:�+ no9�customeQ�d�)s�nq�z ��M�(third-party&� �]$ defi�Q?s"���BF:�B5/e�3 ies@�>q�s��"F�D�B sequsF5��4~Uembed�6s��*~N@1-genera# ���7~\:�@�l4~S_6T">-advantI"?��%��m*~�-I�,3)pattern�K~[.lFengine�9�L�;-a&CCs��&�qt comp /on-usag�"r�)�N�Jts>-L#�����ov ew��+�q=��Hsh�QVQ.j��z��per6&an� nd-costs?N2��Ps��?Ƅ�2�V�hced:Qttl�4 amet0:n�>�F��~ob�F2W/simplifrQ9�M=Is�� incr ,al-backfills�JGʗF�3P��%�F_�W ~��DMw%��{�WNk)�� RsQs�O�OJ�N���t�t�vJ$�2 F����2����u1.i2U�5�5���ҏE�Ss�.*-6� s�����F�� .����^�H lexfR�WW>'S��c+R��,~\Rj�U�YVo�dg!uct%Cs��%��������xcalcul�Lq�s�i%�n�E-inBrUEKs�L"�{RQ.>:"zH��l�Kre-1-0�z z R�VR�$python-ext�8d-0-4����V�5����V�1�M'�b^b��V2����V�3������o R@2��������1er_�ii@2=Zs"(Z�"~?Z[ -how�"pg���e"�^�=HFe&z i>�*3�G7}0 4u���_.W��zWOo3jYng�GzX*%cnd�<�a�)��Ask.Y2� push-l�� ��2��! ��Rde�-d . -fiddler��^Earize��U.{�,JrunE�in�GV5d��(ponsibility��5VOpr4V_�U�7VIB>!�key�&Ob��1WV[ cach�Z�aVAp"�WecsL�Isca��} ��_V�limits5ސ��,Vy=6�;�HVSN�%�nVNaudit^B s/system-��c�V1�rJq�m8@concepts/glossary�\5"ie��=�ute���on�wc> 3���;<*� ��&�P�-w>: ���6�p�6�.>.t�E&V:/autol$ret'"�$ZL.�;>��g8ZW)2jobs-a�"ai��due\ spot-e#1vaila�F��Jf.Zr+ually-tr�_+���3AU,&�!E>Z 5job�+$s-via-json��,�|�!pinnedw-%� 0ru�A�@�����be �1���q��*yJ�( L&�/�-optim�d��2C6j>Q�)�$��W2N.5&6 �, 2Ksuppr*Krd`ate�� 2C-eV�5��nL ! s/�* mize2�/ ��#2� billb,� log�\2D a���Ptumal�  bcicd-�1 ,s/buil�#݅����JJI>:s�) H�quick�Ert��U@�a*@ -ai-;Bic��4�MEf!�-�ݎ<N8R�2tra�&/incorr�Qc+�sval� ults���~const������uF�method�c$�tKKt)��I�&ion�0-�t&�ndN,!f�- sets���yo�-]Juns  wly-DEail��n���mLsE�inAo��J B%>R6[#�% ?:�-�x-���9eFOing� &ޢ �6��ڡR��5n#�client_��j���X�m8���v)W�!]lQd�����[8���9)����j��<vm-v�rsm�wildcard�TK�_R�R &�2"o�& _.�N-bannqpublic�j)�� ZHl�iew��s{s" (sul&rw��mon�y�v&O e �4 >!� -qua�  rics�_CM�)0n��w=2�&�m��yF aler�2���m_cs�k*�y$monitoring��,�6(<https://docs.tecton.ai/docs/1.1/tutorials/tecton-quick-startEhttps://docs.tecton.ai/docs/1.1/_launch-stage-banners/private-preview���� _0�@$P��A D�0�B 0`Ƞa�>�!b�&N�H�b�.^��!c�6n�ȡc�>~ "d�"F� I�d �&N�@�"e �*V�`ɢe �.^�� #f �2fΠI�f �6n���#g�:v��ɣg�>~� $h�B�!J�h�F�A�$i�J�,Y�t �L�4m����'P�B�E�T)S�P�R���V�^��%k�Z�n�ʥk�^�~ LذaĊ;v Y2e˘5s� �hѤI�F���kزiӶ��nݼ}�\8q�ȕ3w]:u�رk��ݻw��œ7�^={���ӧo�>~����0`@�$X��A�&T�p!ÆB�Q�D�+Z��1cF�9v���#Ȑ"G�,i�$J�)U�d�ҥ˗0cʜI��͛8s�Թ�gO�? *T�P�D�5ziR&��Y 5url����k&�Y&��X6(<https://docs.tecton.ai/docs/1.1/tutorials/tecton-quick-startEhttps://docs.tecton.ai/docs/1.1/_launch-stage-banners/private-preview,���lL���W/Users/k/git/tecton-docs/versioned_.�-1.1/the-feature-development-workflow.mdi�[applying`Xrepository-changes-to-al space.mdF�m Qks.mdH�JP_notebooks/README.md^�L L|md/aggregation_secondary_key.mdJ�bb hello.mdX�N test=�sB�B\integr%-B .md����debugg�queriesDexample-slow-execu!�D-of-get-historical.^�����azH-start-time-bug.mdk����-3 .mda�oo unit%� ing/� -fix���ebe.r .mdr���A�ractive�A�Albatch1�!@s�v�vstream.wu�w�w realE��P�R�y0sdk-reference6 .mdZ�VVdata-typ�  .md[�^^-H-services/index.mdo�__8resource-provid��R P Contex�F]�s^s�S�aa-39+q�W6W��0-window/TimeW S� .mdf�u�u16� I 56J� Lifea� � .mdU��� s� 9���i�85"��6?e�wrappa'1~i� % -~@-views/Materializ�y�b�mJmR�pf�/)/6�1/n��J�configu /g agert�r�routput�0�x�x read�&x�����6xA&� $LeadingEdg�_����m6(-job/B, $TriggerTyp�z��N�Q�h�~J~ transform� sas�P�llmodel����er-groupY��oJ��[`� % ses�$/set_valid%q_!".m��ͮdQ1c޺Tecurity/virtual-privatO �archi�ur�N�gK on-secret��+� .mdTڞintroduc{ &T our.m�">Xe�H ev#sg (prep/flink- � .md>� cli.m� B0other-command�stroy1�d  .mdm�:d���h-shO�q�qini�\��JF�J���6�upgradeh �J� plan-infof1��& �mli�d��Y��B��J�webbweb.mdl��ĭ�` %--scopb�O}O a>pdelete r.m��.�Zqgea�����cre�f%K����pu�g�"�")� .mde�k�km�޵ JRV�Jdco�k  .mdj�7.7r"? l.S �J�.ZNn1�އ�sdescribA��GJwlogou"� �� Jb user1D ��^-invit!%�c�e�x��Y�$4caller-identit"f J .mdp�||:�1�: .mdw�t�t-statu����J�:�Z� -freshnes~����F v .m��N���� Y��_�g upda��>��6��0��v��.m�w�3 fetch.md\�]}]B��6�F`.�y����$ice-accounթ:-8Ix}�}�}A�V �$6$:�q:yt����:d^{� �{�{u�~���� {-���6��x.m� J��tE�.m�o�oIe9o������`�{��„de� .md���$spect-api-o'���‡99��� J environ�)��.���*�bNu��� ����R6Rz��Q.m�e.evs��6�vl�:��*�zq�$lv�,pendenci��} JDaccess�tro"� 6.m�!.!6\q)6a, -rol��o=o6fj| principal ��*���assign% .md|�����~un6��� *� logi"1 .mdY�� main���1� �(a*6]�/^ ��2��%^ �]2]�] ��6"�&b��B�n_ ���n .md���U�52FC remo� atabricks"6����.F�r��&���/�o add-z������������se� fault~��S�Sselec���j�j!�<+release-�4s6��6V zero-downG,-� plat�&�nޓ/6n{*launchDg^��&6^ �d6\ �B36\�!�/` best-p 2c�� vo09K71_0("-guid����V�06p07�o�o5o6�o�o8o9�o�o7o8�o�o10o11Bo�( faqse/_�) .md@�>L�)?/online_�R_+n�%ުV�,ing_and_manaS8e�޶"^(troubleshooe/s�8��� -for-fil=:figq�NRq0pyspark-panda%�2-0�� shar&�;/un�4tan|.��r<�D*:`6� set!�-up-�F�F^connecs "#-  .md��d�q��= rift��8� .md�������icebera�������postgr�&�����big�;�����9�kinesia������5�snowflakT ������ kafkaz������s3.md������/us���=y-catalo�`��-with��.m���� �����I� � B�to-hivA������='toIh�����6��#-I�%L .md�����2�a�5�2 .md�����>�����D���%�:yredshif%��:�:r�.a�7��I|6funY5 .md����� ���-fgac.m�,rzH�o"�/%� -tun)���w6�-�c .md���N�J�i5J&}gcp��=ѡ� .md����b��J �`:6�,book-cluster��V RV �RfN�'R'��.s)�5=!5�nRnr�emr!.�emr2���~�~��Vwem&0�8�8M�onx!)u� ���R���,java-gateway0-exited-befor%�4its-port-numbe!;�����_-Jjara)?���N�an-�-[!�Q�:-aws/�Am your2;.m����� �redis�j .md��D�D-D�_ �as>l .md�����6�J  .md���� �$multi-regiC@rv- ��R�:.�:�m�on)�����-�B ^�gc8������6?bigtabla�GB7m�-cloud��Lgoogle ��!�xawA)v��>� �F�6���RF�administSI_!u^� FX#s-per&�$.m�c *c V����*V -and #w9p� "�# .md���5�V��J� [O(>&��&�R�program3Hc�F�&e4A�޶#�Kof�D��>�� &� R syncM'A8�H-from��:u� -sciU��BvBA�- e�/�M>coz,!��Y�Y.�Ysea�installA�a>��clXF��6F%Fxq<"�F�Y�-�{<�}�Q�~��}#�|B �%�p�L!�cic�0��2Fn"�Gponents�MPI�JI.m��*�n�Ygcustomeqod�3a]�6&6n���- @!%(third-party2��. defi�Q�s"/'����"F]B .mdQ�6BL/e)@��LNFUq�� ���)f[�S sequ�X5��B~lembed e�M5~e=-genera�-Js�W~s: Q.m�w2~j_6k"-advantd*�}J~~-KI:.md��4�hdeM3patternrޑ~r.qXengine�G�`��-a&bT��@0ʈe comp}:on-usag&+�����2�NJ��M"�+����F�ov�eZ}��]�[A!��ց��cʤperE/an� nd-costsvb.M_��7ʛ.�i�.m�_ ����ced�fttl3 ametQHn1�?�[$~�bX2n/simplif�ff �a=s� incr� $al-backfil� �KYʮF��d�=n=FvJ�}A~ �Um'E&N��� �I( N�.���Z�,~�� � .md�������,�>�Wހ��2��J|)I����Q���i�k3Cݩ .md�����5�E�is�.-6� ��������e_.b.m������t lexZg.m�U bU >nh��f�f�~k.wV�J����dV)uct%�AZ�9.���.�ޗ֏calcul`1�!��/օ�V-inBBkE���i*֒R�.OH"#Z�e�p^ re-1%6�� ^� R�VR� pyth4%xtbFd-0-4�0�b~bF�5������1.md��yZy� R92-�d�d�d2������ 4���>�������>����<er_�ljlIO�K�pzB&�=��~HZr -how�*p�9�|�|"Tv.�0LF�&Z i^��Wj@� �?�"6 ��zf�I�*h#n޷BznfH?�o@�-zo*� znd�J!a]).m�u7��2� pushM.m�(��2�P!860�*Fde�-d. -fiddl�.V��^\ ariz!SP�Z>Z�run�in5%�kLAd��$ponsibilitR#�-OVfpr[k_&�j�.V`2MA5key'&&\{���lVr cach�c�*>*1��|�2�S^V�sca<&�� .m��wVg limi�(�!uVWR�CfRP�)mF�I��cVjZu/ޝkVeaudit�R s/system-�1}�mQcrU#s��Ɓ8concepts/glossa�'�fL"�#&�%T/ute�o�&oA�O�U J%�LIS*����!&�d��M>H ���6�*�޿#U2�V .md_ڜVQ/auto�-ret"+��PZc.VJ>D�GZn)�jobs-a,ai�Rdue� spot-�,!vaila"V�]}:� nually-tr_x+��k JXU�&�*E�>q 5job67s-via-js� ބ8ړ�*pinned9�.` <ruR�Pa޼$��� b4e *�=�*b*R��*�\sb.m�> F0$/$$-optimc~Za�n'T>|��-��2�.$/BS�_ 2bsuppr�]r�xatE��M2Z-veV�.��#=��5 mize2�;%�!��4-2� bill�7)loc,ގV2[ ��AI��y� tutoR�"s�0-�PCs/buil`-*j���Q]J`>^_�:�_' quick2Wr���sW5a* -ai-�Ric�5�`n��A -j�fR.m�K�d�?tra_1/incorr0f�6� valulE���7ڕconst�!5�%6�]ڌFmethodA�� ڋ.^tI>K\�0i= � 9ڋ&�nd�7!�> sf� 9ڐo�9]�uns. wly-HVai�*�������se�in��i&a Y%�R6r#$/ ?:�-$ S9 sH�W��7޹ �B��� ވ8�Aclien��ށ?x-��&����z8�* http�l� � u��.]E�#�~ 1.]R6r#�@�HUh����i��vectors�Twildcar�G��%�QvQ�&02>��* _.�a-bann��public^���@Z_c�r�4�%��s";2sul23��+mon5�)�&6� �5U� -qua�� ric� �.Zm��<g��<T2�&ډ�C�] alerb .mdM�%Nme%L��L�Q Q,onitoring.md��,�6(S/Users/k/git/tecton-docs/versioned_docs/version-1.1/tutorials/tecton-quick-start.md\/Users/k/git/tecton-docs/versioned_docs/version-1.1/_launch-stage-banners/private-preview.md���� _0�@$P��A D�0�B 0`Ƞa�>�!b�&N�H�b�.^��!c�6n�ȡc�>~ "d�"F� I�d �&N�@�"e �*V�`ɢe �.^�� #f �2fΠI�f �6n���#g�:v��ɣg�>~� $h�B�!J�h�F�A�$i�J�,Y�t �L�4m����'P�B�E�T)S�P�R���V�^��%k�Z�n�ʥk�^�~ LذaĊ;v Y2e˘5s� �hѤI�F���kزiӶ��nݼ}�\8q�ȕ3w]:u�رk��ݻw��œ7�^={���ӧo�>~����0`@�$X��A�&T�p!ÆB�Q�D�+Z��1cF�9v���#Ȑ"G�,i�$J�)U�d�ҥ˗0cʜI��͛8s�Թ�gO�? *T�P�D�5ziR&��Z 5 source_file����w&��Z&��Y6(S/Users/k/git/tecton-docs/versioned_docs/version-1.1/tutorials/tecton-quick-start.md\/Users/k/git/tecton-docs/versioned_docs/version-1.1/_launch-stage-banners/private-preview.md,�$�L�� � F  � / � $ @ � � � � � XW (L � H� )� C R 6 � C 8O  � U  5 � � � X $ ( � � b 1  V 0 � j � � P� �-� H @h  � _  * 2  & ' � 0 Y � 3  �  . 4 :  F P > , ^ N I  ? 9 m A � G - E L [ | f  � ] x H � � �  u + Q �-��-�� � � �  �mTm�  H� X8 7m � @ (9 0 � � XZ @� (c   �M�< (� � @` Y � `� � _ b Xs ? � P �e  � �-2 ���� � � � 0 x� D � p� � � 0v ': �: u 5 @T -��m�  0a (� P � `� �  ! �  @M � �� �� 0-(& � � H�-  �� @i (- `�  9 X�  0� X�- q �� � 0$ T hi  O p# @ C x � P@ ' � @V 8? u ` � (� v � �� � �  �d 0� P� < � �� � } p �! H� � ] � x| � X�-�� ( 5 � P<͹� h� �+ X (� 8� � � 8h (N ୹ ��M�v �3�[ @x O � P1 � X# x� (� @ � � � � P= �/ m Xn � p�M�� @� @<� ��,�� (� ���� _@���(X����"H�@��� 2h����� B�A���(R�X����`Đ1��6n�8�Cǎ<z��H!C�1bő A�$Q��I'O�D�rc �*'�X�q� �,Z�p���`f��!f e̜A�IBҨYæ��7p�șC���;x���ç�� 2�(��A2tQ"EH1j��#H�$M�T)��K�2��Db�N��|J�(R�L�B�*U U�XM)���+X�d͢UK�-���2�K�.^�|!�,�+† ���1��!K�F�2f͐@p� ��h�5�F�F5k�aӑ ��mܺt�� ��|�G�P�2�̝C�N�:v��(�^� ��ѫg��=|����ǯ���8�`��"L�0�Bd :|1��)>����E��2j�h�c� ?fR�H&��Z5 word_length��,�&��Z&��Z� (� ,l5schema  % text_chunk%L %header%L %url%L % source_file%L% word_length�\&��W 5 text_chunk������W&��W&6(~import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import YouTubeEmbed from "/src/components/YoutubeEmbed";�# (Deprecated) set_validation_mode The `set_validation_mode` method has been deprecated and will be removed in a future version of the Tecton sdk.,&��X 5header����U&��X&��W6(N/A"# (Deprecated) set_validation_mode,&��Y 5url����k&�Y&��X6(<https://docs.tecton.ai/docs/1.1/tutorials/tecton-quick-startEhttps://docs.tecton.ai/docs/1.1/_launch-stage-banners/private-preview,&��Z 5 source_file����w&��Z&��Y6(S/Users/k/git/tecton-docs/versioned_docs/version-1.1/tutorials/tecton-quick-start.md\/Users/k/git/tecton-docs/versioned_docs/version-1.1/_launch-stage-banners/private-preview.md,&��Z5 word_length��,�&��Z&��Z� (� ,����&��Z,pandas�{"index_columns": [], "column_indexes": [], "columns": [{"name": "text_chunk", "field_name": "text_chunk", "pandas_type": "unicode", "numpy_type": "object", "metadata": null}, {"name": "header", "field_name": "header", "pandas_type": "unicode", "numpy_type": "object", "metadata": null}, {"name": "url", "field_name": "url", "pandas_type": "unicode", "numpy_type": "object", "metadata": null}, {"name": "source_file", "field_name": "source_file", "pandas_type": "unicode", "numpy_type": "object", "metadata": null}, {"name": "word_length", "field_name": "word_length", "pandas_type": "int64", "numpy_type": "int64", "metadata": null}], "creator": {"library": "pyarrow", "version": "15.0.2"}, "pandas_version": "2.2.3"} ARROW:schema� 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 parquet-cpp-arrow version 15.0.2\K PAR1

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/tecton-ai/tecton-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server