It truly is a bit of a food desert. The Peking duck from a place near my home is tastier than what you get at Siji Minfu, and it costs less than 20% of their price. It really feels like you're just paying to suffer.
In my personal experience, this situation is much better in Shenzhen. Maybe it's because most people there are migrants, so they don't try to rip off newcomers.