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I would like to use Visual Studio Team Services for Work Items tracking, and use our on-premise installation for source code, builds, etc. Is this possible? If so, do the TFS versions need to match?

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Why split the two components? Is putting the source in VSTS a security concern for you or do you just want to give externals access to your backlog? Could you upgrade your on-premise to 2015 U1 instead to get similar functionality? A commercial product like TaskTop would probably do a job synchronising Work Items between the two systems but would come at a costrerwinX
@rerwinRR, essentially I'm trying to navigate through political waters. Company policy is that source code stays on-prem, but our TFS admins are not capable/willing to supporting TFS in a way that works for our team.what evAR

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I'll assume you're using TFVC, if you're using Git the answer will be a bit different.

I guess it could work, but you would lose the ability to link work items and changes together.

You could just reference the work items in commit messages, for example:

Fix #123: No longer crashes.

But the association would not work.

If you had on premise build and source, everything would work, it would really be like using TFS with a separate Work Item software, I know some people use Jira instead.

As there will be no integration between the 2 the versions needn't match.

If you moved your source control to VSTS, you can keep your build agents locally, there's a cost to it IIRC, but it is possible.