Reproducing a bug that only fails for specific annual accounts in production is a massive grind, especially when all your local tests pass.
Here is how to fix it without risking sensitive data:
- Branch from main to clone production services, configuration, and data into an isolated environment
- Use sanitization scripts in your deploy hook to scrub personal details while preserving the exact billing state
- Open SSH tunnels and attach a remote debugger to step through logic against real failing accounts
- Validate the fix in the same environment where you diagnosed the bug before merging
Testing fixes against the actual conditions that caused the failure removes the guesswork from debugging.
Check out the full article to see the complete step by step workflow:
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