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I guess Windows Server already has some kind of "containerization" [1].

Will Docker be shipped as a part of a Windows Component & a paid service from MSFT?

That's part of the announcement, windows will be updated to include Container primitives which docker will use.

All versions of Windows? I wouldn't expect their entry level offering to but having it on the pro versions would be nice.