Spotify scaled AI adoption in its development workflow, increasing velocity but exposing quality challenges across content processing, fleet updates, and compute resources. The company identified issues like silent processing failures, capacity planning gaps, and automated change failures, implementing monitoring, prioritization, and safeguard improvements to maintain reliability at 777 million monthly users.