In my experience, nobody cares. Most people admire you for having the guts to have started one in the first place, and executives (often people who have started companies too, and have buried them) will be happy to hire you.

And I actually moved into Silicon Valley, coming off a failed startup. I'm not sure I could've gotten my job here otherwise.