Rolling back code after a bad deployment doesn't automatically reverse data changes, which can lead to subtle corruption and incorrect application behavior. The lesson learned is that deployment strategies must account for data state: either implement complete reversibility for both code and data, or rebuild from a clean state. Partial rollback strategies create false security and hidden data inconsistencies.

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