Because of GAE's odd architecture, a lot of things that you could get away with elsewhere (especially at non-mega-scale) will give you obvious latency hits.

The upside is that the issues are easy to find, and your code doesn't get any slower if you jack up the load!

It leads you to think about scaling in a most pleasant way.