Champagne Plaza (红星路东大街香槟广场) near Chunxi Lu is your best bet. On weekends and evenings there are usually people hanging out or skating outside. There are several skate shops on the 1st floor with recognizable brand names. You can pick up complete boards, decks, wheels, fly gear or anything else you’d need.