Fitness App Architecture: Mobile, APIs & Background Jobs

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A runner finishes a workout inside a tunnel. The phone loses connectivity, an upload times out, and the app retries later. Meanwhile, yesterday’s step count changes because a wearable finally synchronizes. These are normal conditions for a fitness app. Its architecture must preserve workouts, prevent duplicate records, and update progress without asking users to troubleshoot the system.

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