Are they even comparable? AWS offers full virtual machines. I was under the impression that GCE offers a more high level platform where you run your code in their proprietery environment?

If I am not mistaken, using GCE means you are locked in and cannot migrate away easily. That's why I never looked into it closely. I don't want to be at the mercy of a provider.