diff --git a/dev/tasks/python-wheels/github.osx.yml b/dev/tasks/python-wheels/github.osx.yml
index 1d3d82de4c929..ce9613545eb54 100644
--- a/dev/tasks/python-wheels/github.osx.yml
+++ b/dev/tasks/python-wheels/github.osx.yml
@@ -90,13 +90,12 @@ jobs:
           vcpkg install \
             --clean-after-build \
             --x-install-root=${VCPKG_ROOT}/installed \
-            --x-manifest-root=/arrow/ci/vcpkg \
-            --x-feature=dev \
+            --x-manifest-root=arrow/ci/vcpkg \
+            --x-feature=azure \
             --x-feature=flight \
             --x-feature=gcs \
             --x-feature=json \
             --x-feature=parquet \
-            --x-feature=gandiva \
             --x-feature=s3
 
       - name: Install Python {{ python_version }}