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Exceptional walkthrough of audit design. The snapshots-over-diffs argument is critical because so many teams underestimate how contextloses over time in distributed systems. Ran into this exact issue when trying to reconstruct compliance incidents where diff-based logs required application logic that had already been refacored out of existence.

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