diff --git a/.github/workflows/build.wheel.sh b/.github/workflows/build.wheel.sh
index c25ba12d3..65bb98f17 100755
--- a/.github/workflows/build.wheel.sh
+++ b/.github/workflows/build.wheel.sh
@@ -9,7 +9,7 @@ run_test() {
   (cd wheelhouse && $entry -m pip install tensorflow_io_gcs_filesystem-*-cp${CPYTHON_VERSION}-*.whl)
   (cd wheelhouse && $entry -m pip install tensorflow_io-*-cp${CPYTHON_VERSION}-*.whl)
   TF_VERSION=$(/usr/bin/grep tensorflow tensorflow_io/python/ops/version_ops.py | /usr/bin/cut -d '"' -f 2)
-  $entry -m pip install -q $TF_VERSION pytest pytest-benchmark pytest-xdist boto3 fastavro avro-python3 scikit-image pandas pyarrow==3.0.0 google-cloud-pubsub==2.1.0 google-cloud-bigtable==1.6.0 google-cloud-bigquery-storage==1.1.0 google-cloud-bigquery==2.3.1 google-cloud-storage==1.32.0 PyYAML==5.3.1 azure-storage-blob==12.8.1 azure-cli==2.29.0
+  $entry -m pip install -q $TF_VERSION pytest pytest-benchmark pytest-xdist==2.5.0 boto3 fastavro avro-python3 scikit-image pandas pyarrow==3.0.0 google-cloud-pubsub==2.1.0 google-cloud-bigtable==1.6.0 google-cloud-bigquery-storage==1.1.0 google-cloud-bigquery==2.3.1 google-cloud-storage==1.32.0 PyYAML==5.3.1 azure-storage-blob==12.8.1 azure-cli==2.29.0
   (cd tests && $entry -m pytest --benchmark-disable -v --import-mode=append --forked --numprocesses=auto --dist loadfile $(find . -type f \( -iname "test_*.py" ! \( -iname "test_standalone_*.py" \) \)))
   (cd tests && $entry -m pytest --benchmark-disable -v --import-mode=append $(find . -type f \( -iname "test_standalone_*.py" \)))
 }
diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index 26d779e3c..c0b452230 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -57,6 +57,9 @@ jobs:
           cat > service_account_creds.json << EOF
           ${{ secrets.GCP_CREDS }}
           EOF
+      - uses: actions/setup-python@v1
+        with:
+          python-version: "3.8"
       - name: macOS
         run: |
           set -x -e
@@ -65,6 +68,7 @@ jobs:
             export BAZEL_OPTIMIZATION="$BAZEL_OPTIMIZATION --remote_upload_local_results=true --google_credentials=service_account_creds.json"
           fi
           echo $PATH
+          which python3
           python3 --version
           python3 -c 'import site; print(site.getsitepackages())'
           python3 .github/workflows/build.instruction.py --sudo=true docs/development.md "#### macOS" > source.sh
@@ -110,6 +114,9 @@ jobs:
           cat > service_account_creds.json << EOF
           ${{ secrets.GCP_CREDS }}
           EOF
+      - uses: actions/setup-python@v1
+        with:
+          python-version: "3.8"
       - name: Bazel on macOS
         run: |
           set -x -e
@@ -117,7 +124,7 @@ jobs:
           if [[ "${EVENT_NAME}" == "push" && "${REPO_NAME}" == "tensorflow/io" ]]; then
             export BAZEL_OPTIMIZATION="$BAZEL_OPTIMIZATION --remote_upload_local_results=true --google_credentials=service_account_creds.json"
           fi
-          sudo -E -H bash -e .github/workflows/build.bazel.sh
+          sudo -E -H bash -e .github/workflows/build.bazel.sh python3
       - uses: actions/upload-artifact@v2
         with:
           name: ${{ runner.os }}-bazel-bin
@@ -152,7 +159,7 @@ jobs:
       - name: Auditwheel ${{ matrix.python }} macOS
         run: |
           set -x -e
-          python -m pip install twine delocate==0.9.1
+          python -m pip install twine delocate==0.10.3
           delocate-wheel --version
           ls dist/*
           mkdir -p wheelhouse
@@ -624,7 +631,7 @@ jobs:
       - name: Auditwheel ${{ matrix.python }} macOS
         run: |
           set -x -e
-          python -m pip install twine delocate==0.9.1
+          python -m pip install twine delocate==0.10.3
           delocate-wheel --version
           ls dist/*
           mkdir -p wheelhouse