diff --git a/.github/workflows/job-precommit-python-avro-io.yml b/.github/workflows/job-precommit-python-avro-io.yml
new file mode 100644
index 000000000000..78344748281c
--- /dev/null
+++ b/.github/workflows/job-precommit-python-avro-io.yml
@@ -0,0 +1,73 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This workflow will run the test of python Avro IO class.
+
+name: Python Avro IO
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '0 */6 * * *'
+  push:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+  pull_request_target:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+    paths: ['sdks/python/apache_beam/io/avroio.py',
+            'sdks/python/apache_beam/io/avroio_test.py']
+permissions: read-all
+
+jobs:
+  set-properties:
+    runs-on: [self-hosted, ubuntu-20.04]
+    outputs:
+      properties: ${{ steps.test-properties.outputs.properties }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - id: test-properties
+        uses: ./.github/actions/setup-default-test-properties
+
+  python_avro_io:
+    needs: set-properties
+    name: Python Avro IO
+    runs-on: [self-hosted, ubuntu-20.04]
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.ALL_SUPPORTED_VERSIONS}}
+        tox-env: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.TOX_ENV}}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - name: Set python version
+        run: echo "PYTHON_VERSION=$(echo ${{ matrix.version }} | sed -e 's/\.//g')" >> $GITHUB_ENV
+      - name: Setup environment
+        uses: ./.github/actions/setup-self-hosted-action
+      - name: Run Tox Tests
+        uses: ./.github/actions/gradle-command-self-hosted-action
+        with:
+          gradle-command: :sdks:python:test-suites:tox:py${{env.PYTHON_VERSION}}:testPy${{env.PYTHON_VERSION}}${{matrix.tox-env}}
+          arguments: "-Pposargs=apache_beam/io/avroio_test.py"
diff --git a/.github/workflows/job-precommit-python-azure-io.yml b/.github/workflows/job-precommit-python-azure-io.yml
new file mode 100644
index 000000000000..65956d47a159
--- /dev/null
+++ b/.github/workflows/job-precommit-python-azure-io.yml
@@ -0,0 +1,74 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This workflow will run the test of python Azure IO class.
+
+name: Python Azure IO
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '0 */6 * * *'
+  push:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+  pull_request_target:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+    paths: ['sdks/python/apache_beam/io/azure/**']
+permissions: read-all
+
+jobs:
+  set-properties:
+    runs-on: [self-hosted, ubuntu-20.04]
+    outputs:
+      properties: ${{ steps.test-properties.outputs.properties }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - id: test-properties
+        uses: ./.github/actions/setup-default-test-properties
+
+  python_azure_io:
+    needs: set-properties
+    name: Python Azure IO
+    runs-on: [self-hosted, ubuntu-20.04]
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.ALL_SUPPORTED_VERSIONS}}
+        tox-env: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.TOX_ENV}}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - name: Set python version
+        run: echo "PYTHON_VERSION=$(echo ${{ matrix.version }} | sed -e 's/\.//g')" >> $GITHUB_ENV
+      - name: Setup environment
+        uses: ./.github/actions/setup-self-hosted-action
+        with:
+          requires-go-18: false
+      - name: Run Tox Tests
+        uses: ./.github/actions/gradle-command-self-hosted-action
+        with:
+          gradle-command: :sdks:python:test-suites:tox:py${{env.PYTHON_VERSION}}:testPy${{env.PYTHON_VERSION}}${{matrix.tox-env}}
+          arguments: "-Pposargs=apache_beam/io/azure/"
\ No newline at end of file
diff --git a/.github/workflows/job-precommit-python-flink-io.yml b/.github/workflows/job-precommit-python-flink-io.yml
new file mode 100644
index 000000000000..2e296d6eebb6
--- /dev/null
+++ b/.github/workflows/job-precommit-python-flink-io.yml
@@ -0,0 +1,74 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This workflow will run the test of python Flink IO class.
+
+name: Python Flink IO
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '0 */6 * * *'
+  push:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+  pull_request_target:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+    paths: ['sdks/python/apache_beam/io/flink/**']
+permissions: read-all
+
+jobs:
+  set-properties:
+    runs-on: [self-hosted, ubuntu-20.04]
+    outputs:
+      properties: ${{ steps.test-properties.outputs.properties }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - id: test-properties
+        uses: ./.github/actions/setup-default-test-properties
+
+  python_flink_io:
+    needs: set-properties
+    name: Python Flink IO
+    runs-on: [self-hosted, ubuntu-20.04]
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.ALL_SUPPORTED_VERSIONS}}
+        tox-env: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.TOX_ENV}}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - name: Set python version
+        run: echo "PYTHON_VERSION=$(echo ${{ matrix.version }} | sed -e 's/\.//g')" >> $GITHUB_ENV
+      - name: Setup environment
+        uses: ./.github/actions/setup-self-hosted-action
+        with:
+          requires-go-18: false
+      - name: Run Tox Tests
+        uses: ./.github/actions/gradle-command-self-hosted-action
+        with:
+          gradle-command: :sdks:python:test-suites:tox:py${{env.PYTHON_VERSION}}:testPy${{env.PYTHON_VERSION}}${{matrix.tox-env}}
+          arguments: "-Pposargs=apache_beam/io/flink/"
\ No newline at end of file
diff --git a/.github/workflows/job-precommit-python-gcp-io.yml b/.github/workflows/job-precommit-python-gcp-io.yml
new file mode 100644
index 000000000000..ea359442532d
--- /dev/null
+++ b/.github/workflows/job-precommit-python-gcp-io.yml
@@ -0,0 +1,74 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This workflow will run the test of python GCP IO classes.
+
+name: Python GCP IO
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '0 */6 * * *'
+  push:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+  pull_request_target:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+    paths: ['sdks/python/apache_beam/io/gcp/**']
+permissions: read-all
+
+jobs:
+  set-properties:
+    runs-on: [self-hosted, ubuntu-20.04]
+    outputs:
+      properties: ${{ steps.test-properties.outputs.properties }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - id: test-properties
+        uses: ./.github/actions/setup-default-test-properties
+
+  python_gcp_io:
+    needs: set-properties
+    name: Python GCP IO
+    runs-on: [self-hosted, ubuntu-20.04]
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.ALL_SUPPORTED_VERSIONS}}
+        tox-env: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.TOX_ENV}}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - name: Set python version
+        run: echo "PYTHON_VERSION=$(echo ${{ matrix.version }} | sed -e 's/\.//g')" >> $GITHUB_ENV
+      - name: Setup environment
+        uses: ./.github/actions/setup-self-hosted-action
+        with:
+          requires-go-18: false
+      - name: Run Tox Tests
+        uses: ./.github/actions/gradle-command-self-hosted-action
+        with:
+          gradle-command: :sdks:python:test-suites:tox:py${{env.PYTHON_VERSION}}:testPy${{env.PYTHON_VERSION}}${{matrix.tox-env}}
+          arguments: "-Pposargs=apache_beam/io/gcp/"
\ No newline at end of file
diff --git a/.github/workflows/job-precommit-python-ml.yml b/.github/workflows/job-precommit-python-ml.yml
new file mode 100644
index 000000000000..6ca82f60345a
--- /dev/null
+++ b/.github/workflows/job-precommit-python-ml.yml
@@ -0,0 +1,74 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+# This workflow will run the test of python ML classes.
+
+name: Python ML
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '0 */6 * * *'
+  push:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+  pull_request_target:
+    branches: ['master', 'release-*']
+    tags: ['v*']
+    paths: ['sdks/python/apache_beam/ml/**']
+permissions: read-all
+
+jobs:
+  set-properties:
+    runs-on: [self-hosted, ubuntu-20.04]
+    outputs:
+      properties: ${{ steps.test-properties.outputs.properties }}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - id: test-properties
+        uses: ./.github/actions/setup-default-test-properties
+
+  python_ml:
+    needs: set-properties
+    name: Python ML
+    runs-on: [self-hosted, ubuntu-20.04]
+    strategy:
+      fail-fast: false
+      matrix:
+        version: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.ALL_SUPPORTED_VERSIONS}}
+        tox-env: ${{fromJson(needs.set-properties.outputs.properties).PythonTestProperties.TOX_ENV}}
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v3
+        with:
+          ref: ${{ github.event.pull_request.head.sha }}
+          persist-credentials: false
+      - name: Set python version
+        run: echo "PYTHON_VERSION=$(echo ${{ matrix.version }} | sed -e 's/\.//g')" >> $GITHUB_ENV
+      - name: Setup environment
+        uses: ./.github/actions/setup-self-hosted-action
+        with:
+          requires-go-18: false
+      - name: Run Tox Tests
+        uses: ./.github/actions/gradle-command-self-hosted-action
+        with:
+          gradle-command: :sdks:python:test-suites:tox:py${{env.PYTHON_VERSION}}:testPy${{env.PYTHON_VERSION}}${{matrix.tox-env}}
+          arguments: "-Pposargs=apache_beam/ml/"
\ No newline at end of file
diff --git a/CI.md b/CI.md
index 2f000a3c76dc..764728ae7a25 100644
--- a/CI.md
+++ b/CI.md
@@ -160,9 +160,14 @@ Service Account shall have following permissions ([IAM roles](https://cloud.goog
 
 ### PreCommit Workflows
 
-| Workflow                                                                         | Description             | Requires GCP Credentials  |
-|----------------------------------------------------------------------------------|-------------------------|---------------------------|
-| [job-precommit-placeholder.yml](.github/workflows/job-precommit-placeholder.yml) | Description placeholder | Yes/No                    |
+| Workflow                                                                                   | Description                      | Requires GCP Credentials |
+|--------------------------------------------------------------------------------------------|----------------------------------|--------------------------|
+| [job-precommit-python-avro-io.yml](.github/workflows/job-precommit-python-avro-io.yml)     | Runs Python Avro IO Unit Tests   | No                       |
+| [job-precommit-python-azure-io.yml](.github/workflows/job-precommit-python-azure-io.yml)   | Runs Python Azure IO Unit Tests  | No                       |
+| [job-precommit-python-flink-io.yml](.github/workflows/job-precommit-python-flink-io.yml)   | Runs Python Flink IO Unit Tests  | No                       |
+| [job-precommit-python-gcp-io.yml](.github/workflows/job-precommit-python-gcp-io.yml)       | Runs Python GCP IO Unit Tests    | No                       |
+| [job-precommit-python-ml.yml](.github/workflows/job-precommit-python-ml.yml)               | Runs Python ML Unit Tests        | No                       |
+
 
 ### PostCommit Workflows
 
diff --git a/sdks/python/test-suites/tox/common.gradle b/sdks/python/test-suites/tox/common.gradle
index 61802ac9c45e..2b1107f62f2c 100644
--- a/sdks/python/test-suites/tox/common.gradle
+++ b/sdks/python/test-suites/tox/common.gradle
@@ -17,19 +17,20 @@
  */
 
 def pythonVersionSuffix = project.ext.pythonVersion.replace('.', '')
+def posargs =  project.hasProperty('posargs') ? project.posargs : ''
 
-toxTask "testPython${pythonVersionSuffix}", "py${pythonVersionSuffix}"
+toxTask "testPython${pythonVersionSuffix}", "py${pythonVersionSuffix}", posargs
 test.dependsOn "testPython${pythonVersionSuffix}"
 
-toxTask "testPy${pythonVersionSuffix}Cloud", "py${pythonVersionSuffix}-cloud"
+toxTask "testPy${pythonVersionSuffix}Cloud", "py${pythonVersionSuffix}-cloud", posargs
 test.dependsOn "testPy${pythonVersionSuffix}Cloud"
 
+toxTask "testPy${pythonVersionSuffix}Cython", "py${pythonVersionSuffix}-cython", posargs
+test.dependsOn "testPy${pythonVersionSuffix}Cython"
+
 toxTask "testPy${pythonVersionSuffix}Dask", "py${pythonVersionSuffix}-dask"
 test.dependsOn "testPy${pythonVersionSuffix}Dask"
 
-toxTask "testPy${pythonVersionSuffix}Cython", "py${pythonVersionSuffix}-cython"
-test.dependsOn "testPy${pythonVersionSuffix}Cython"
-
 toxTask "testPy38CloudCoverage", "py38-cloudcoverage"
 test.dependsOn "testPy38CloudCoverage"