Of course it works. I can and have lived in SV on a monthly budget of about $2000. That can be squeezed to $1500 in a pinch. Even in a year where I was severely underpaid, I saved $20,000. I came out of another year of voluntary mostly-unemployment down only a few thousand.

This doesn't work if you've got a family, but it's not that hard for a single person.