6866. Reliability & Chaos: failover simulation — Reduce cost/latency while preserving semantics. — subscription billing — Java Spring/JDBC

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Scenario: A subscription billing application must handle failover simulation. Reduce cost/latency while preserving semantics. Explain the invariant, SQL strategy, transaction/locking behavior, failure handling, observability and test plan. Use MySQL 8-oriented syntax where applicable.
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