This document summarizes the experience of transitioning a biannual face-to-face course on Cloud Computing into a fully online asynchronous course using Cloud Computing tools. The online course saw dramatically more students from more countries complete the course while maintaining a high satisfaction rate. Cloud services from Amazon Web Services, Google Apps, and others were used to deploy remote labs, automate feedback collection, and support over 230 students from 8 countries in an always-open online format. The success of the online transition demonstrates that Cloud services can effectively support high-quality online education at a large scale.