diff --git a/release/util/download_wheels.sh b/release/util/download_wheels.sh
index a7113aeeccca..03e6d7c9ac96 100755
--- a/release/util/download_wheels.sh
+++ b/release/util/download_wheels.sh
@@ -35,10 +35,11 @@ download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERS
 
 # macOS.
 echo "Downloading Ray core MacOS wheels (x86_64)"
-download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp37-cp37m-macosx_10_15_x86_64.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp37-cp37-macosx_10_15_x86_64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp38-cp38-macosx_10_15_x86_64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp39-cp39-macosx_10_15_x86_64.whl"
-download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp310-cp310-macosx_10_15_universal2.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp310-cp310-macosx_10_15_x86_64.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp311-cp311-macosx_10_15_x86_64.whl"
 
 
 # macOS arm64 CPP.
@@ -46,6 +47,7 @@ echo "Downloading Ray core MacOS wheels (arm64)"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp38-cp38-macosx_11_0_arm64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp39-cp39-macosx_11_0_arm64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp310-cp310-macosx_11_0_arm64.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray-$RAY_VERSION-cp311-cp311-macosx_11_0_arm64.whl"
 
 
 # Windows.
@@ -72,16 +74,18 @@ download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERS
 
 # macOS CPP.
 echo "Downloading Ray CPP MacOS wheels (x86_64)"
-download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp37-cp37m-macosx_10_15_x86_64.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp37-cp37-macosx_10_15_x86_64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp38-cp38-macosx_10_15_x86_64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp39-cp39-macosx_10_15_x86_64.whl"
-download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp310-cp310-macosx_10_15_universal2.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp310-cp310-macosx_10_15_x86_64.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp311-cp311-macosx_10_15_x86_64.whl"
 
 # macOS arm64 CPP.
 echo "Downloading Ray CPP MacOS wheels (arm64)"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp38-cp38-macosx_11_0_arm64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp39-cp39-macosx_11_0_arm64.whl"
 download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp310-cp310-macosx_11_0_arm64.whl"
+download_wheel "https://s3-us-west-2.amazonaws.com/ray-wheels/releases/$RAY_VERSION/$RAY_HASH/ray_cpp-$RAY_VERSION-cp311-cp311-macosx_11_0_arm64.whl"
 
 # Windows CPP.
 echo "Downloading Ray CPP Windows wheels"
diff --git a/release/util/pip_download_test.sh b/release/util/pip_download_test.sh
index 24c333f45983..b05c3754933c 100755
--- a/release/util/pip_download_test.sh
+++ b/release/util/pip_download_test.sh
@@ -32,9 +32,9 @@ pip install --upgrade pip
 source "$(conda info --base)/etc/profile.d/conda.sh"
 
 if [[ $(uname -m) == 'arm64' ]] && [[ $OSTYPE == "darwin"* ]]; then
-  PYTHON_VERSIONS=( "3.8" "3.9" "3.10" )
+  PYTHON_VERSIONS=( "3.8" "3.9" "3.10" "3.11" )
 else
-  PYTHON_VERSIONS=( "3.7" "3.8" "3.9" "3.10" )
+  PYTHON_VERSIONS=( "3.7" "3.8" "3.9" "3.10" "3.11" )
 fi
 
 for PYTHON_VERSION in "${PYTHON_VERSIONS[@]}"