How to Pull Building Permits from Any US City's Open-Data API (Socrata, ArcGIS, CKAN) in Python

If you've tried to get building permit data for more than one city, you've hit the same wall: there's no national permit API. Every city publishes its own feed, and almost all of them run on one of th