Now, it's been a few years sin e I've bothered with SF nightlife (having lived near, but not in, the city) but has it really changed that much? Because I remember there being plenty open much later, and many times starting at 10 or later.

This is inaccurate. Most bars in SF are open until 2am, and The Endup is open all night and into the morning.