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This is definitely needed and DVC has a few cool ideas. I think the most useful feature missing from existing tools is integrating data versioning with git, and

This is definitely needed and DVC has a few cool ideas. I think the most useful feature missing from existing tools is integrating data versioning with git, and simple commands to tag, push, and pull data files. I'm not sure I buy the pipeline and repro functionality as useful. I'd rather see nice integration with Docker since it can be used to define the environment as well as repro steps.

dmpetrov 8y ago
Great point! `dvc pull\push mydataset` actually exists in DVC. But `dvc tag` is missing and now we (DVC team) understand that it prevent DVC from a proper datasets and ML models tracking. It will be implemented soon. There is an ongoing discussion in DVC GitHub about datasets tracking and tags https://github.com/iterative/dvc/issues/1487 https://github.com/iterative/dvc/issues/1487 and some discussions in DVC discord channel https://dvc.org/chat https://dvc.org/chat