diff --git a/ci/docker/manylinux-retag.Dockerfile b/ci/docker/manylinux-retag.Dockerfile
index f759e8d984d6..6598b9b16caa 100644
--- a/ci/docker/manylinux-retag.Dockerfile
+++ b/ci/docker/manylinux-retag.Dockerfile
@@ -8,9 +8,11 @@
 
 ARG MANYLINUX_VERSION
 ARG HOSTTYPE
-ARG BUILDKITE_BAZEL_CACHE_URL
 FROM rayproject/manylinux2014:${MANYLINUX_VERSION}-jdk-${HOSTTYPE}
 
+ARG BUILDKITE_BAZEL_CACHE_URL
+ENV BUILDKITE_BAZEL_CACHE_URL=${BUILDKITE_BAZEL_CACHE_URL}
+
 # Still keep bazelrc updates to allow BUILDKITE_BAZEL_CACHE_URL to be used.
 RUN <<EOF
 #!/bin/bash