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This sounds a lot like Pachyderm. I know a team that is having a lot of success with it.

http://www.pachyderm.io/

Hi! I'm a PM on Kubeflow (working at Google) and we've been chatting a bunch with the Pachyderm folks. Think of Kubeflow as a superset of Pachyderm - we're really working to just make it a framework in which you can choose your specific tool for a given step, yet all the tools work together. But I'd love to hear if there are anything things that we can do better and/or to clarify!