I most enjoyed walking around Kuanzhai xiangzi (宽窄巷子). Kind of a Hutong style area, with street food, tea houses (expensive!) and lots of curiosities at the market stands.

Get there before it's dark, and stick around until it is. Lots of lights and a really cozy atmosphere. I know it's a bad quality pic, but I hope it conveys the picture I am trying to paint.