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Apache Mesos is a popular open source cluster resource manager which provides a general abstraction to run tasks on clusters composed of thousands of nodes. Marathon is a Mesos scheduler that provides a robust platform for running containerized microservices at scale.

Continuous deployment is a process whereby applications are automatically built and deployed to a staging environment on each new commit to master. It can also be extended to allow manual or automatic promotion from a staging to a production environment, which allows easy automation and auditing of releases to production.

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