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Sorry to sound dumb here, but, I haven't used docker yet... thought it is something you install locally?

What does Docker to centrally that requires a third party service?

It's the registry, not Docker itself.

This analogy might help: Docker Registry is to Docker as Github is to Git.

Makes perfect sense!

Thanks