Lessons from the Trenches: Solving Silent Billing Failures in ClipCrafter

Billing errors often remain invisible until they cause significant revenue leakage or user data loss under high load. This case study highlights the necessity of database-level atomicity and idempotent webhook handling to ensure financial accuracy in scaling AI services.