EB is more like Heroku than it is like AppEngine. As far as I'm concerned, the thing that makes AppEngine amazing is Datastore and how easy it is to do monstrous, sophisticated Map/Reduce over your data. I haven't even started using Spanner/Dataflow yet. It's an amazing platform (that is not without its rough edges, mind you).