diff --git a/python/build-wheel-macos-arm64.sh b/python/build-wheel-macos-arm64.sh
new file mode 100644
index 000000000000..097834570469
--- /dev/null
+++ b/python/build-wheel-macos-arm64.sh
@@ -0,0 +1,92 @@
+#!/bin/bash
+
+# Cause the script to exit if a single command fails.
+set -e
+
+# Show explicitly which commands are currently running.
+set -x
+
+DOWNLOAD_DIR=python_downloads
+
+NODE_VERSION="14"
+PY_VERSIONS=("3.8.2"
+             "3.9.1")
+PY_MMS=("3.8"
+        "3.9")
+
+
+if [[ -n "${SKIP_DEP_RES}" ]]; then
+  ./ci/travis/install-bazel.sh
+
+  curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.0/install.sh | bash
+  curl -o- https://github.com/conda-forge/miniforge/releases/latest/download/Miniforge3-MacOSX-arm64.sh | bash
+  source ~/.bash_profile
+  conda init bash
+  source ~/.bash_profile
+
+  # Use the latest version of Node.js in order to build the dashboard.
+  source "$HOME"/.nvm/nvm.sh
+  nvm install $NODE_VERSION
+  nvm use $NODE_VERSION
+fi
+
+# Build the dashboard so its static assets can be included in the wheel.
+pushd python/ray/dashboard/client
+  npm ci
+  npm run build
+popd
+
+mkdir -p .whl
+
+for ((i=0; i<${#PY_VERSIONS[@]}; ++i)); do
+  PY_MM=${PY_MMS[i]}
+  CONDA_ENV_NAME="p$PY_MM"
+ 
+  # The -f flag is passed twice to also run git clean in the arrow subdirectory.
+  # The -d flag removes directories. The -x flag ignores the .gitignore file,
+  # and the -e flag ensures that we don't remove the .whl directory.
+  git clean -f -f -x -d -e .whl -e $DOWNLOAD_DIR -e python/ray/dashboard/client -e dashboard/client
+
+
+  # Install python using conda. This should be easier to produce consistent results in buildkite and locally.
+  source ~/.bash_profile
+  conda create -y -n "$CONDA_ENV_NAME"
+  conda activate "$CONDA_ENV_NAME"
+  conda remove -y python || true
+  conda install -y python="$PY_MM"
+
+  # NOTE: We expect conda to set the PATH properly.
+  PIP_CMD=pip
+  PYTHON_EXE=python
+
+  $PIP_CMD install --upgrade pip
+
+  if [ -z "${TRAVIS_COMMIT}" ]; then
+    TRAVIS_COMMIT=${BUILDKITE_COMMIT}
+  fi
+
+  pushd python
+    # Setuptools on CentOS is too old to install arrow 0.9.0, therefore we upgrade.
+    $PIP_CMD install --upgrade setuptools
+    $PIP_CMD install -q cython==0.29.15
+    # Install wheel to avoid the error "invalid command 'bdist_wheel'".
+    $PIP_CMD install -q wheel
+    # Set the commit SHA in __init__.py.
+    if [ -n "$TRAVIS_COMMIT" ]; then
+      echo "TRAVIS_COMMIT variable detected. ray.__commit__ will be set to $TRAVIS_COMMIT"
+    else
+      echo "TRAVIS_COMMIT variable is not set, getting the current commit from git."
+      TRAVIS_COMMIT=$(git rev-parse HEAD)
+    fi
+
+    sed -i .bak "s/{{RAY_COMMIT_SHA}}/$TRAVIS_COMMIT/g" ray/__init__.py && rm ray/__init__.py.bak
+
+    # Add the correct Python to the path and build the wheel. This is only
+    # needed so that the installation finds the cython executable.
+    # build ray wheel
+    $PYTHON_EXE setup.py bdist_wheel
+    # build ray-cpp wheel
+    RAY_INSTALL_CPP=1 $PYTHON_EXE setup.py bdist_wheel
+    mv dist/*.whl ../.whl/
+  popd
+done