Which JavaEE components are you using? We were using Google App Engine for quite a while (and still do for one application), not the full JavaEE stack is supported though.
Spring MVC wasn't supported when Google App Engine started, I think it is supported now; if I remember correctly you needed to change a few things to make it work and switch off annotation scanning to reduce startup times. Spring MVC is not JavaEE by the way.