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Right, and there are some scheduling systems like Maraton/mesos that can be used to control jobs or VMs as well (although they're more often used with containers than anything else these days). Can K8s run VMs or is its only abstraction containers/pods?

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The pod abstraction can be implemented as a vm. Take a look at clear containers

Containers in pods only. In practice we run all of our Mesos tasks and Marathon services in containers anyway, as you mentioned.

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