diff --git a/DEPS.bzl b/DEPS.bzl
index 86fc4e78437be..db8a75d64d31f 100644
--- a/DEPS.bzl
+++ b/DEPS.bzl
@@ -6240,19 +6240,6 @@ def go_deps():
             "https://storage.googleapis.com/pingcapmirror/gomod/github.com/raeperd/recvcheck/com_github_raeperd_recvcheck-v0.1.2.zip",
         ],
     )
-    go_repository(
-        name = "com_github_rcrowley_go_metrics",
-        build_file_proto_mode = "disable_global",
-        importpath = "github.com/rcrowley/go-metrics",
-        sha256 = "e4dbd20c185cb05019fd7d4a361266bd5d182938f49fd9577df4d12c16dc81c3",
-        strip_prefix = "github.com/rcrowley/go-metrics@v0.0.0-20201227073835-cf1acfcdf475",
-        urls = [
-            "http://bazel-cache.pingcap.net:8080/gomod/github.com/rcrowley/go-metrics/com_github_rcrowley_go_metrics-v0.0.0-20201227073835-cf1acfcdf475.zip",
-            "http://ats.apps.svc/gomod/github.com/rcrowley/go-metrics/com_github_rcrowley_go_metrics-v0.0.0-20201227073835-cf1acfcdf475.zip",
-            "https://cache.hawkingrei.com/gomod/github.com/rcrowley/go-metrics/com_github_rcrowley_go_metrics-v0.0.0-20201227073835-cf1acfcdf475.zip",
-            "https://storage.googleapis.com/pingcapmirror/gomod/github.com/rcrowley/go-metrics/com_github_rcrowley_go_metrics-v0.0.0-20201227073835-cf1acfcdf475.zip",
-        ],
-    )
     go_repository(
         name = "com_github_remyoudompheng_bigfft",
         build_file_proto_mode = "disable_global",
diff --git a/build/image/base b/build/image/base
index 0935b0591fec2..5ad0532ada45a 100644
--- a/build/image/base
+++ b/build/image/base
@@ -17,9 +17,9 @@ FROM hub.pingcap.net/jenkins/centos7_jenkins
 USER root
 WORKDIR /root
 
-ENV GOLANG_VERSION 1.22.2
+ENV GOLANG_VERSION 1.23.1
 ENV GOLANG_DOWNLOAD_URL https://dl.google.com/go/go$GOLANG_VERSION.linux-amd64.tar.gz
-ENV GOLANG_DOWNLOAD_SHA256 aab8e15785c997ae20f9c88422ee35d962c4562212bb0f879d052a35c8307c7f
+ENV GOLANG_DOWNLOAD_SHA256 49bbb517cfa9eee677e1e7897f7cf9cfdbcf49e05f61984a2789136de359f9bd
 ENV GOPATH /go
 ENV GOROOT /usr/local/go
 ENV PATH $GOPATH/bin:$GOROOT/bin:$PATH