The simplest way is to start with standard HTTP library. You can add bonus components later depending on what you need. The common choices for lightweight mix-ins are
gorilla/mux for routing and
sqlx for simpler DB access.
On the other hand, you can use a more opinionated framework, like gin.
Also, you may want to check a good discussion of this topic on reddit.