How to Serialize Data Frames Into the API

How are you dealing with NumPy arrays and perhaps pandas data frames? I'm wondering how do you serialize those into the API. Django's Redis cache functionality starts kind of doing some nativey things that aren't compatible with just getting a key and setting it in Redis. The performance was really in the data frames and the pandas work against the NumPy arrays.