REST, when properly understood and applied, is a solution for problems of long-term evolution and maintenance of your application. It doesn't seem to be your case.
What you mean is probably if an HTTP API is a good solution if you have lots of requests, and the answer is, it depends. I'd probably look into something like ZeroMQ for doing what you want.