diff --git a/.travis.yml b/.travis.yml
index 794460b14..71f6c4a31 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -115,7 +115,7 @@ matrix:
         # This command should be kept in sync with ray/python/README-building-wheels.md,
         # except the `$MOUNT_BAZEL_CACHE` part.
 
-        - ./ci/suppress_output docker run --rm -w /ray -v `pwd`:/ray $MOUNT_BAZEL_CACHE -ti rayproject/arrow_linux_x86_64_base:latest /ray/python/build-wheel-manylinux1.sh
+        - ./ci/suppress_output docker run --rm -w /ray -v `pwd`:/ray $MOUNT_BAZEL_CACHE -ti rayproject/arrow_linux_x86_64_base:ARROW-5631 /ray/python/build-wheel-manylinux1.sh
 
       script:
         - if [ $RAY_CI_LINUX_WHEELS_AFFECTED != "1" ]; then exit; fi