If you're happy with protobuf but just not with gRPC, you can check out Twirp [1] and DRPC [2]. Both aim to be simpler alternatives while keeping protobuf for serialization. Their development is Go focused though.
[1] https://github.com/twitchtv/twirp
[2] https://github.com/storj/drpc/