Mesos is an open source cluster manager that provides efficient resource isolation and sharing across distributed applications or frameworks. The document discusses how to run Docker containers on Mesos at scale, including using Marathon for container orchestration. Some key lessons learned are around choosing a container style, service discovery with Mesos-DNS, networking with Calico, and managing secrets, deployments, and Docker limitations.