Introduce end-to-end performance tests on medium-sized data

This isn't quite done, but figured it's at a good spot to get feedback.

In particular the cluster security isn't set up correctly yet and thus this hasn't been tested end-to-end.
We should also write out a header line next to it so we know what the columns are (and can add/remove columns in future without losing all the stats).