Well I believe few people use the built in http module in go. Not sure if you're testing would allow for 3rd party frameworks but the Iris framework loves to claim fastest go web server. Gorilla or gin are also popular.

As for the structure of it you would like have everything split out into goroutines with a worker pool of goroutines ready to ferry the data from request to backend and back to client.