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I decided to use WebDAV, as it's lightweight and easy to host. There's a bit of extra configuration, but everything is stored on my own computers, no cloud involved.
I'm looking for something to make it easier to use WebDAV from a shell scripting language on Windows; Ruby and PowerShell are the two that come to mind as the easiest to use on Windows.
Oh, sorry, I was planning on using WebDAV with SSL to overcome this issue as well. Otherwise I'd be in the same boat as vanilla FTP. I believe that Windows 7 won't connect to WebDAV without SSL ...