YO. grew up there, don't live there anymore.
One classic is Primanti's. sandwich place. If you're in oakland and drunk, get fries from the O (Original hot dog shop). unless it's been gentrified into a hipster place. Used to go there after punk shows to get food, and the occaisional run for 40's.