If you are going to make the decision and commitment to supply client SDKs instead of a RESTful API why choose to implement the back-end as a http service? It is now hidden entirely by abstraction from clients and there are lots of efficiencies to be gained by using a custom protocol.

Did you evaluate whether a RPC pipe or distributed filesystem was a better fit?