diff --git a/hack/builder/Dockerfile b/hack/builder/Dockerfile
index c2592bdd6be9..b91f498b6459 100644
--- a/hack/builder/Dockerfile
+++ b/hack/builder/Dockerfile
@@ -1,8 +1,5 @@
-FROM ghcr.io/gythialy/golang-cross:v1.18.5
+FROM ghcr.io/gythialy/golang-cross:v1.21.9-0
 
-ARG APT_MIRROR
-RUN sed -i -e "s/deb.debian.org/${APT_MIRROR:-deb.debian.org}/g" \
-           -e "s/security.debian.org/${APT_MIRROR:-security.debian.org}/g" \
-           /etc/apt/sources.list && \
-    apt-get update && apt-get install -y musl-tools && apt -y autoremove && \
-    apt-get clean && rm -rf /var/cache/apt/* /var/lib/apt/lists/* /tmp/* /var/tmp/*
+RUN apt-get update && apt-get install -y musl-tools && apt -y autoremove && \
+    apt-get clean && rm -rf /var/cache/apt/* /var/lib/apt/lists/* /tmp/* /var/tmp/* && \
+    git config --global --add safe.directory /go/src/github.com/juicedata/juicefs