The Cost of Hidden Retries

engineering field notesvisual / Reliability
Chaitanya AkulaUpdated Sep 18, 2026 4 min read0% read
Make retries observable, cap attempts, add jitter, and classify errors before retrying. Most importantly, define whether the operation is safe to repeat. Reliability is not achieved by retrying everything.
Practical takeaway
Make the next action explicit: define the contract, test the unhappy path, add the smallest useful measurement, and document the tradeoff that future maintainers will need.