Application will be unloaded from memory for sure but to serve static file you don't need to initialize app (i.e. load jar file into memory and start it or parse python source), you just need to serve static file. So start-up time could be much better. It is interesting to know about actual experience on GAE for static files hosting.

According to GH pages performance is great.