The rapid increase in user interactions with streaming services led to significant challenges in data management and capacity. After a major outage in 2008, the team recognized their limitations in running on-premises infrastructure and began migrating to the cloud to handle unpredictable growth. By 2012, they not only transitioned various workloads but also open-sourced the tools developed during this transformative journey.