Quick answer: Compute elapsed time from a trusted source, cap and correctly integrate the offline duration against production rates, and validate against clock manipulation.
Wrong offline progress is a time-calculation or clock-trust problem. Here is how to fix it.
How to fix it
1. Use a trusted time source
Device time can be changed to fake hours of progress. Use server time, or detect clock jumps, so offline progress reflects real elapsed time rather than a manipulated clock.
2. Integrate the duration correctly
Apply production rates over the elapsed time accurately, accounting for caps, storage limits, and rate changes during the gap. A flat multiply over a long duration overflows or ignores caps.
3. Cap and validate
Cap offline accrual at the intended maximum and sanity-check the computed gain. This bounds both exploits and bugs where a huge or negative elapsed time would otherwise grant absurd or broken rewards.
Catching the ones you can't reproduce
The hardest version of this to fix is the one you can't reproduce — it only happens on a player's hardware, OS, driver, or save state, under conditions that simply aren't present on your machine. A report that says “it crashed” or “it froze” gives you nothing to act on, so the bug survives release after release while quietly costing you players.
Automatic error capture closes that gap. Each failure arrives with its full stack trace, the device and OS, the build number, and a breadcrumb trail of what the player did right before it broke, so even a failure you have never seen becomes a specific, reproducible issue. Fold identical failures into one signature ranked by how many players each hits, and your worklist sorts itself worst-first instead of arriving as a stream of vague complaints.
This is where a tool like Bugnet earns its place. Its SDK captures every error automatically with the full stack trace plus device, OS, memory, build, and game-state context, folds duplicates into one grouped issue with an occurrence count, and ties each to the build it first appeared on — so you fix the problem that hurts the most players first and confirm it is gone when its signature disappears from the next release.
Most of the time the fix is small. Seeing the failure clearly is the part that actually costs you.