This case study from Spotify offers a compelling look at the practical challenges and opportunities of integrating AI-driven coding agents into large-scale software maintenance. At its strongest, the narrative demonstrates how tools like Honk can significantly reduce manual toil—saving an estimated 10 weeks of engineering effort—by automating repetitive but critical tasks like dataset migrations. The use of Backstage for lineage tracking and Fleetshift for orchestration provides a clear example ...