6555. Privacy & Masking: subject-data deletion — Recover from failure without violating consistency. — SaaS — Laravel Query Builder

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Scenario: A SaaS application must handle subject-data deletion. Recover from failure without violating consistency. 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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