I would say an absolute pre-req for moving from Amazon to own servers would be tooling like VCAC or OpenShift to give people a nice self-service experience.
Then you get "out of capacity" errors even sooner. You could have a pretty bad experience with an internal cloud that was self-service but wasn't run like a service on the business side, so the fixed annual budget was exhausted immediately.
