Safeway is open near 24/7, some close at ~midnight, but that's pretty good. There are also tons of little convenience stores/bodegas that stay open relatively late.

That said, nightlife closing at 2AM is a plus and a minus. I kind of like there being a defined end to the evening, I'd rather not stay out too too late and this way I don't have to be the party pooper :)