Since July 2014 Shopify's been serving thousands of requests per second of production web traffic from Docker containers. This was an 8 month effort, with multiple pivots of direction from the team—and we're only getting started. This talk covers the lessons learned through the trial and error of an in-flight architecture redesign, spanning hundreds of hosts, as well as the technical vision of the future of our platform.