6912. Operational Snapshots: aggregate-table refresh — Implement the workflow with safe SQL and application handling. — HRMS — Python + FastAPI + mysql-connector

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Scenario: A HRMS system needs aggregate-table refresh. Implement the workflow with safe SQL and application handling. Define the snapshot boundary, consistency rules, failure handling, validation and recovery strategy.
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