Articles

17 May 2026 · Karim ElAzzouni

Testing Quality in the Meta Ads Auction: Building the UQL Testing Framework

How we moved from slow, manual, visual checks of UQL-based components to a proper, scalable testing framework inside Meta's ads serving stack.