We are sharing our process of migrating to the container based DroneCI platform and our lessons learned when scaling it up for an active open source project like ownCloud. Our journey started with a static legacy CI system, which was gradually replaced with, at first, a static DroneCI infrastructure. Over the course of half a year, we further more migrated to a cloud provider in order to dynamically scale the CI system based on the build volume. The lessons learned during this journey, were transformed and contributed to the DroneCI project and resulted in the DroneCI autoscaler - which allows for automatic scaling of infrastructure resources with common cloud providers.