On coding: instrumenting errors before scaling

We scaled traffic before error tracking was solid. Users hit silent failures; we learned from angry emails, not dashboards. We added structured logging, Sentry, and alert thresholds on checkout and import paths. False positives were annoying for a week; then we caught a payment edge case before Black Friday. Observability isn't premature optimization—it's how you sleep when real money moves through the app.