Sarah Kumar

Backend Engineer

APIs and databases. Former PayPal infrastructure. Passionate about idempotency and data integrity.

2026-03-02 • 8 min read • Reliability

By Sarah Kumar

A practical, empowering checklist to prevent duplicate side effects and keep webhook consumers safe in production.