what_if_scenario_simulator
Simulate configuration changes before applying to live systems to assess performance impact and risks using Monte Carlo simulations and historical data modeling.
Instructions
Simulate impact of configuration changes before applying to live system with risk assessment.
Uses Monte Carlo simulation and load modeling based on historical data.
Args:
scenario_type: Type - "resource_limits", "scaling", "configuration", "deployment".
changes: Changes to simulate with before/after values.
scope: Simulation scope - clusters, namespaces, components.
simulation_duration: Duration - "1h", "24h", "7d" (default: "24h").
load_profile: Expected load - "current", "peak", "custom" (default: "current").
risk_tolerance: Risk level - "conservative", "moderate", "aggressive" (default: "moderate").
Returns:
Dict: Keys: simulation_id, impact_analysis, risk_assessment, affected_components, recommendations.
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| scenario_type | Yes | ||
| changes | Yes | ||
| scope | No | ||
| simulation_duration | No | 24h | |
| load_profile | No | current | |
| risk_tolerance | No | moderate |