<ul data-eligibleForWebStory="false">A service that wrote millions of records daily faced latency issues after a product lead noticed laggy button responses.The backend lead found a pre-insert validation service causing a 30ms delay per call, leading to a cumulative delay of 120ms in validations.The validation service checked user state and limits against business rules and historical usage, prioritizing correctness over speed.The decision to optimize the 30ms validation service inadvertently caused significant issues in the write path functionality.