diff --git a/CHANGELOG.md b/CHANGELOG.md
index 6ccd2470..6c632000 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,6 @@
 # developing
 - [Fix issue 4961, `leafInfo.match()` use `path.join()` to deal with `wildcardValues`, which may lead to cross directory risk ](https://github.com/beego/beego/pull/4964)
+- [Fix 4975: graceful server listen the specific address](https://github.com/beego/beego/pull/4979)
 # v2.0.3
 - [upgrade redisgo to v1.8.8](https://github.com/beego/beego/pull/4872)
 - [fix prometheus CVE-2022-21698](https://github.com/beego/beego/pull/4878)
diff --git a/server/web/grace/server.go b/server/web/grace/server.go
index e9d36a00..c8a5f840 100644
--- a/server/web/grace/server.go
+++ b/server/web/grace/server.go
@@ -169,7 +169,6 @@ func (srv *Server) ServeTLS(ln net.Listener) error {
 	}
 
 	go srv.handleSignals()
-	log.Println(os.Getpid(), srv.Addr)
 	return srv.internalServe(ln)
 }
 
diff --git a/server/web/server.go b/server/web/server.go
index 0011d455..fe4c6164 100644
--- a/server/web/server.go
+++ b/server/web/server.go
@@ -215,7 +215,8 @@ func (app *HttpServer) Run(addr string, mws ...MiddleWare) {
 				if app.Cfg.Listen.ListenTCP4 {
 					server.Network = "tcp4"
 				}
-				ln, err := net.Listen(server.Network, app.Server.Addr)
+				ln, err := net.Listen(server.Network, server.Addr)
+				logs.Info("graceful http server Running on http://%s", server.Addr)
 				if err != nil {
 					logs.Critical("Listen for HTTP[graceful mode]: ", err)
 					endRunning <- true