Mesos 0.20.0 adds the support for launching tasks that contains Docker images, with also a subset of Docker options supported while we plan on adding more in the future.
Users can either launch a Docker image as a Task, or as an Executor. The Docker Containerizer is translating Task/Executor Launch and Destroy calls to Docker CLI commands.