We ran into this around push notifications after the replica failover.
Retries arrived out of order and our fixtures only modeled the happy path.
Sleeping in tests hid the races and slowed CI.
Replaying a small set of recorded payloads found the idempotency bug.
We asserted on stored keys, not on elapsed time.
The suite is shorter and finally recreates the incident we cared about.
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