The most important concern we had about Mixpanel was cost: at the volume of data we collect, their tracking would be quite expensive. It also doesn't support as flexible of segment comparisons as our analytics tools, and requires you to send all events to them over unencrypted HTTP.

But really, we considered this important enough to do in-house. The ease of working with MongoDB made it feasible.