14/04/2026
There are some bugs that don’t just break systems, they break trust.
Earlier this week, I heard about a case where a payment system double charged users. Not small amounts.
Same request. Processed twice.
No retries gone wrong. No obvious crash. Just a silent failure, the kind that looks perfectly fine on the surface until money starts missing. That’s what makes idempotency such an underrated concept in engineering.
Because in real systems, things will fail:
- Networks glitch
- Requests timeout
- Clients retry
And when they do, your system has to answer one simple question consistently: Have I already processed this?
If the answer isn’t airtight, you don’t just get duplicate logs, you get duplicate transactions.
The scary part is everything can look successful in your logs.
No red flags. No alarms.
Just incorrect outcomes… at scale.
This is why treating APIs as stateless endpoints without safeguards is risky. Real-world systems need memory, not just of data, but of actions already taken.
Engineering isn’t just about building features. It’s about preventing the kinds of failures that never announce themselves.
Have you ever seen (or caused 👀) a failure that didn’t look like a failure at all?