diff --git a/dev/tasks/python-wheels/github.osx.arm64.yml b/dev/tasks/python-wheels/github.osx.arm64.yml
index 35d74f1462453..380c2e42f1d88 100644
--- a/dev/tasks/python-wheels/github.osx.arm64.yml
+++ b/dev/tasks/python-wheels/github.osx.arm64.yml
@@ -71,6 +71,7 @@ jobs:
             --clean-after-build \
             --x-install-root=${VCPKG_ROOT}/installed \
             --x-manifest-root=arrow/ci/vcpkg \
+            --x-feature=azure \
             --x-feature=flight \
             --x-feature=gcs \
             --x-feature=json \