6996. Operational Snapshots: analytics snapshot — Reduce cost/latency while preserving semantics. — SaaS — Laravel Query Builder

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Scenario: A SaaS system needs analytics snapshot. Reduce cost/latency while preserving semantics. Define the snapshot boundary, consistency rules, failure handling, validation and recovery strategy.
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