ci.yml

name: ci

# This pipeline is intended to facilitate the full coverage of tests for OSS GX.
# A "reasonable" set of tests will run on every pull request, and a full set will run with:
#   1. Manual triggering
#   2. Every 3 hours
#   3. When we push a tag with a semver pattern x.y.z (for example 0.0.1) which is the pattern we use for releases.

on:
  merge_group:
  pull_request:
    types:
      - opened
      - reopened
      - synchronize
      - ready_for_review
  schedule:
    # https://crontab.guru/every-3-hours
    - cron: "0 */3 * * *"
  workflow_dispatch: # allows manual triggering with branch picker
  push:
    # Semantic versioning syntax defined by PyPI: https://pythonpackaging.info/07-Package-Release.html#Versioning-your-code
    tags:
      # Stable release syntax
      - "[0-9]+.[0-9]+.[0-9]+"
      # Prerelease syntax
      - "[0-9]+.[0-9]+.[0-9]+a[0-9]+"
      - "[0-9]+.[0-9]+.[0-9]+b[0-9]+"
      - "[0-9]+.[0-9]+.[0-9]+rc[0-9]+"

concurrency:
  # Only run one instance of this workflow in PRs, but allow multiple instances in develop.
  # https://stackoverflow.com/questions/74117321/if-condition-in-concurrency-in-gha
  group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
  cancel-in-progress: true

jobs:
  ci-does-not-run-on-draft-pull-requests:
    runs-on: ubuntu-latest
    if: github.event.pull_request.draft == true
    steps:
      - run: echo "CI jobs won't run because this is a draft pull request."

  ci-is-on-main-repo:
    runs-on: ubuntu-latest
    # job only runs on main repo where we have access to credentials, or as part of the release
    if: |
      github.event.pull_request.head.repo.full_name == github.repository ||
      (github.event_name == 'push' && contains(github.ref, 'refs/tags/')) ||
      github.event_name == 'merge_group'
    steps:
      - run: echo "This CI step only runs on the main repo, where we have access to credentials."

  static-analysis:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: |
            requirements-types.txt
            reqs/requirements-dev-contrib.txt

      - name: Install dependencies
        run: pip install -r requirements-types.txt -r reqs/requirements-dev-contrib.txt
      - run: invoke lint --no-fmt
      - run: invoke fmt --check
      - name: Type-check
        run: |
          invoke type-check --ci --pretty
          invoke type-check --ci --pretty  --check-stub-sources
      - name: Marker-coverage-check
        run: invoke marker-coverage

  docs-snippets:
    needs: [unit-tests, doc-checks, ci-is-on-main-repo]
    # run on non-draft PRs with docs changes
    if: |
      (github.event.pull_request.draft == false && github.base_ref == 'develop') ||
      (github.event_name == 'push' && contains(github.ref, 'refs/tags/1.')) ||
      github.event_name == 'merge_group'
    runs-on: ubuntu-latest
    strategy:
      matrix:
        doc-step:
          - docs-creds-needed
          - docs-basic
          - docs-spark
    env:
      # google
      GE_TEST_GCP_CREDENTIALS: ${{secrets.GE_TEST_GCP_CREDENTIALS}}
      GE_TEST_GCP_PROJECT: ${{secrets.GE_TEST_GCP_PROJECT}}
      GE_TEST_BIGQUERY_DATASET: ${{secrets.GE_TEST_BIGQUERY_DATASET}}
      GOOGLE_APPLICATION_CREDENTIALS: "gcp-credentials.json"
      # aws
      AWS_ACCESS_KEY_ID: ${{secrets.AWS_ACCESS_KEY_ID}}
      AWS_DEFAULT_REGION: ${{secrets.AWS_DEFAULT_REGION}}
      AWS_SECRET_ACCESS_KEY: ${{secrets.AWS_SECRET_ACCESS_KEY}}
      # aws-redshift
      REDSHIFT_USERNAME: ${{secrets.REDSHIFT_USERNAME}}
      REDSHIFT_PASSWORD: ${{secrets.REDSHIFT_PASSWORD}}
      REDSHIFT_HOST: ${{secrets.REDSHIFT_HOST}}
      REDSHIFT_PORT: ${{secrets.REDSHIFT_PORT}}
      REDSHIFT_DATABASE: ${{secrets.REDSHIFT_DATABASE}}
      REDSHIFT_SSLMODE: ${{secrets.REDSHIFT_SSLMODE}}
      # azure
      AZURE_ACCESS_KEY: ${{secrets.AZURE_ACCESS_KEY}}
      AZURE_CREDENTIAL: ${{secrets.AZURE_CREDENTIAL}}
      # snowflake
      SNOWFLAKE_ACCOUNT: ${{secrets.SNOWFLAKE_ACCOUNT}}
      SNOWFLAKE_USER: ${{secrets.SNOWFLAKE_USER}}
      SNOWFLAKE_PW: ${{secrets.SNOWFLAKE_PW}}
      SNOWFLAKE_DATABASE: ${{secrets.SNOWFLAKE_DATABASE}}
      SNOWFLAKE_SCHEMA: ${{secrets.SNOWFLAKE_SCHEMA}}
      SNOWFLAKE_WAREHOUSE: ${{secrets.SNOWFLAKE_WAREHOUSE}}
      SNOWFLAKE_ROLE: ${{secrets.SNOWFLAKE_ROLE}}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
      - name: Run docs_snippet_checker
        run: |
          yarn install
          python ci/checks/validate_docs_snippets.py
      - name: Authenticate with GCP
        uses: google-github-actions/auth@v2
        with:
          credentials_json: ${{secrets.GE_TEST_GCP_CREDENTIALS}}

      - name: Create JSON file for following step
        run: |
          echo "$GE_TEST_GCP_CREDENTIALS" > gcp-credentials.json

      - name: Install and setup Google Cloud SDK
        run: |
          # this is recommended by the Google documentation for CI/CD https://cloud.google.com/sdk/docs/install#other_installation_options
          curl -sS https://dl.google.com/dl/cloudsdk/channels/rapid/downloads/google-cloud-sdk-370.0.0-linux-x86_64.tar.gz > ./google-cloud-sdk-370.0.0-linux-x86_64.tar.gz && tar -xf ./google-cloud-sdk-370.0.0-linux-x86_64.tar.gz
          ./google-cloud-sdk/install.sh --usage-reporting=False --path-update=True --quiet --install-python=False
          # creating new named configuration
          ./google-cloud-sdk/bin/gcloud config configurations create ge-oss-ci-cd-configurations
          # setting account config using project and service account info
          ./google-cloud-sdk/bin/gcloud config set account account-for-azure-tests --project=$GE_TEST_GCP_PROJECT --access-token-file=$GOOGLE_APPLICATION_CREDENTIALS
          # Pass the configured Cloud SDK authentication to gsutil.
          ./google-cloud-sdk/bin/gcloud config set pass_credentials_to_gsutil True
          # Authorize access to Google Cloud with a service account
          ./google-cloud-sdk/bin/gcloud auth activate-service-account --key-file=$GOOGLE_APPLICATION_CREDENTIALS

      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: |
            reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: |
          pip install $(grep -E '^(invoke)' reqs/requirements-dev-contrib.txt)
          invoke deps --gx-install -m '${{ matrix.doc-step }}'
      - name: Run the tests
        run: invoke docs-snippet-tests '${{ matrix.doc-step }}' --up-services --verbose  --reports

      # upload coverage report to codecov
      - name: Upload coverage reports to Codecov
        uses: codecov/codecov-action@v4.1.0
        with:
          token: ${{ secrets.CODECOV_TOKEN }}
          slug: great-expectations/great_expectations
          flags: ${{ matrix.doc-step }}

  unit-tests:
    strategy:
      matrix:
        os: [ubuntu-latest]
        python-version: ["3.8", "3.9", "3.10", "3.11"]

    runs-on: ${{ matrix.os }}

    steps:
      - name: Checkout
        uses: actions/checkout@v4

      - name: Set up Python ${{ matrix.python-version }}
        uses: actions/setup-python@v5
        with:
          python-version: ${{ matrix.python-version }}
          cache-dependency-path: |
            reqs/requirements-dev-test.txt
            setup.py

      - name: Install dependencies
        run: pip install . -c constraints-dev.txt -r reqs/requirements-dev-test.txt

      - name: Run the unit tests
        # TODO: revert the timeout back to 1.5 or lower after resolving arc issues
        run: invoke ci-tests -m "unit" --xdist --slowest=10 --timeout=2.0 --reports

      # upload coverage report to codecov
      - name: Upload coverage reports to Codecov
        uses: codecov/codecov-action@v4.1.0
        with:
          token: ${{ secrets.CODECOV_TOKEN }}
          slug: great-expectations/great_expectations
          flags: ${{ matrix.python-version }}

  doc-checks:
    needs: [static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: |
            reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install -r reqs/requirements-dev-test.txt

      - name: check_repo_root_size
        run: sh ./ci/checks/check_repo_root_size.sh
      - name: Docstring linter
        run: invoke docstrings
      - name: line_number_snippet_checker
        run: python ci/checks/check_no_line_number_snippets.py
      - name: name_tag_snippet_checker
        run: python ci/checks/check_only_name_tag_snippets.py
      - name: integration_test_gets_run_checker
        run: python ci/checks/check_integration_test_gets_run.py
      - name: name_tag_snippet_referenced_checker
        run: python ci/checks/check_name_tag_snippets_referenced.py
      # Disabling public_api_report during V1 development; should be re-enabled upon completion of public API audit
      # - name: public_api_report
      #   run: invoke public-api
      - name: link_checker
        run: python docs/checks/docs_link_checker.py -p docs/docusaurus/docs -r docs/docusaurus/docs -sr docs/docusaurus/static -s docs -sp static --skip-external

  docs-build:
    needs: [doc-checks]
    # run on non-draft PRs
    if: |
      (github.event.pull_request.draft == false && github.base_ref == 'develop') ||
      (github.event_name == 'push' && contains(github.ref, 'refs/tags/1.')) ||
      github.event_name == 'merge_group'
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install -r reqs/requirements-dev-test.txt
      - name: Build docs
        env:
          NODE_OPTIONS: --max_old_space_size=4096
          POSTHOG_API_KEY: ${{ secrets.POSTHOG_API_KEY }}
        run: cd docs/docusaurus && yarn install && bash ../build_docs

  cloud-tests:
    needs: [unit-tests, static-analysis, ci-is-on-main-repo]
    if: github.event.pull_request.draft == false
    permissions:
      id-token: write
      contents: read
    runs-on: ubuntu-latest
    env:
      GX_CLOUD_BASE_URL: ${{vars.MERCURY_BASE_URL}}
      PACT_BROKER_READ_WRITE_TOKEN: ${{secrets.PACT_BROKER_READ_WRITE_TOKEN}}
      AUTH0_DOMAIN: ${{secrets.AUTH0_DOMAIN}}
      AUTH0_API_AUDIENCE: ${{secrets.AUTH0_API_AUDIENCE}}
      AUTH0_MERCURY_API_CLIENT_ID: ${{secrets.AUTH0_MERCURY_API_CLIENT_ID}}
      AUTH0_MERCURY_API_CLIENT_SECRET: ${{secrets.AUTH0_MERCURY_API_CLIENT_SECRET}}
      GX_CLOUD_ORGANIZATION_ID: ${{secrets.MERCURY_ORGANIZATION_ID}}
      GX_CLOUD_ACCESS_TOKEN: ${{secrets.MERCURY_ACCESS_TOKEN}}
      LD_SDK_KEY: ${{secrets.LD_SDK_KEY}}
      PACT_DO_NOT_TRACK: true
      SNOWFLAKE_CI_ACCOUNT: ${{secrets.SNOWFLAKE_CI_ACCOUNT}}
      SNOWFLAKE_CI_USER_PASSWORD: ${{secrets.SNOWFLAKE_CI_USER_PASSWORD}}
      LOGGING_LEVEL: DEBUG
      ENVIRONMENT: local

    steps:
      - name: Checkout
        uses: actions/checkout@v4

      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache-dependency-path: |
            reqs/requirements-dev-test.txt
            setup.py

      - name: Install dependencies
        run: |
          pip install $(grep -E '^(invoke)' reqs/requirements-dev-contrib.txt)
          invoke deps --gx-install -m 'cloud' -r test

      - name: Configure ECR AWS Credentials
        uses: aws-actions/configure-aws-credentials@v4
        with:
          aws-region: us-east-1
          role-to-assume: arn:aws:iam::258143015559:role/github-amazonec2containerregistryreadonly

      - name: Login to Amazon ECR
        id: login-ecr
        uses: aws-actions/amazon-ecr-login@v2

      - name: Start services
        run: |
          docker compose -f assets/docker/mercury/docker-compose.yml up -d --quiet-pull --wait --wait-timeout 150 && \
          docker compose -f assets/docker/spark/docker-compose.yml up -d --quiet-pull --wait --wait-timeout 90

      - name: Show logs for debugging
        if: failure()
        run: |
          docker compose -f assets/docker/mercury/docker-compose.yml logs

      - name: Run the tests
        run:
          invoke ci-tests 'cloud' --up-services --verbose  --reports -W default::great_expectations.datasource.fluent.GxInvalidDatasourceWarning

          # upload coverage report to codecov
      - name: Upload coverage reports to Codecov
        uses: codecov/codecov-action@v4.1.0
        with:
          token: ${{ secrets.CODECOV_TOKEN }}
          slug: great-expectations/great_expectations
          flags: cloud

  marker-tests:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    env:
      # aws
      AWS_ACCESS_KEY_ID: ${{secrets.AWS_ACCESS_KEY_ID}}
      AWS_DEFAULT_REGION: ${{secrets.AWS_DEFAULT_REGION}}
      AWS_SECRET_ACCESS_KEY: ${{secrets.AWS_SECRET_ACCESS_KEY}}
      DATABRICKS_TOKEN: ${{secrets.DATABRICKS_SQL_TOKEN}}
      DATABRICKS_HOST: ${{secrets.DATABRICKS_HOST}}
      DATABRICKS_HTTP_PATH: ${{secrets.DATABRICKS_HTTP_PATH}}
      SNOWFLAKE_CI_ACCOUNT: ${{secrets.SNOWFLAKE_CI_ACCOUNT}}
      SNOWFLAKE_CI_USER_PASSWORD: ${{secrets.SNOWFLAKE_CI_USER_PASSWORD}}
      SNOWFLAKE_ACCOUNT: ${{secrets.SNOWFLAKE_ACCOUNT}}
      SNOWFLAKE_USER: ${{secrets.SNOWFLAKE_USER}}
      SNOWFLAKE_PW: ${{secrets.SNOWFLAKE_PW}}
      SNOWFLAKE_DATABASE: ${{secrets.SNOWFLAKE_DATABASE}}
      SNOWFLAKE_SCHEMA: ${{secrets.SNOWFLAKE_SCHEMA}}
      SNOWFLAKE_WAREHOUSE: ${{secrets.SNOWFLAKE_WAREHOUSE}}
      SNOWFLAKE_ROLE: ${{secrets.SNOWFLAKE_ROLE}}
    runs-on: ubuntu-latest
    strategy:
      fail-fast: false
      matrix:
        markers:
          - athena or clickhouse or openpyxl or pyarrow or project or sqlite or aws_creds
          - aws_deps
          - big
          - databricks
          - filesystem
          - mssql
          - mysql
          - postgresql
          - snowflake
          - spark
          - trino
        python-version: ["3.8", "3.9", "3.10", "3.11"]
        exclude:
          # TODO: would like to adopt `actionlint` pre-commit hook
          # but false positive here and inability to do an inline ignore
          # prevents this https://github.com/rhysd/actionlint/issues/237
          - python-version: ${{ github.event_name == 'pull_request' && '3.9' }}
          - python-version: ${{ github.event_name == 'pull_request' && '3.10' }}
          - python-version: ${{ github.event_name == 'merge_group' && '3.9' }}
          - python-version: ${{ github.event_name == 'merge_group' && '3.10' }}

    steps:
      - name: Checkout
        uses: actions/checkout@v4

      - name: Set up Python ${{ matrix.python-version }}
        uses: actions/setup-python@v5
        with:
          python-version: ${{ matrix.python-version }}
          cache: "pip"
          cache-dependency-path: |
            reqs/requirements-dev-test.txt
            setup.py

      - name: Install dependencies
        run: |
          pip install $(grep -E '^(invoke)' reqs/requirements-dev-contrib.txt)
          invoke deps --gx-install -m '${{ matrix.markers }}' -r test

      - name: Run the tests
        run: invoke ci-tests '${{ matrix.markers }}' --up-services --verbose  --reports

      # upload coverage report to codecov
      - name: Upload coverage reports to Codecov
        uses: codecov/codecov-action@v4.1.0
        with:
          token: ${{ secrets.CODECOV_TOKEN }}
          slug: great-expectations/great_expectations
          flags: "${{ matrix.python-version }} ${{ matrix.markers }}"

  py38-min-versions:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install . -c ci/constraints-test/py38-min-install.txt -r reqs/requirements-dev-test.txt
      - name: Run the tests
        run: invoke ci-tests -m unit --xdist --slowest=10  --timeout=2.0

  py39-min-versions:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install . -c ci/constraints-test/py39-min-install.txt -r reqs/requirements-dev-test.txt
      - name: Run the tests
        run: invoke ci-tests -m unit --xdist --slowest=10  --timeout=2.0

  py310-min-versions:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.10"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install . -c ci/constraints-test/py310-min-install.txt -r reqs/requirements-dev-test.txt
      - name: Run the tests
        run: invoke ci-tests -m unit --xdist --slowest=10  --timeout=2.0

  py311-min-versions:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.11"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install . -c ci/constraints-test/py311-min-install.txt -r reqs/requirements-dev-test.txt
      - name: Run the tests
        run: invoke ci-tests -m unit --xdist --slowest=10  --timeout=2.0

  pydantic-v1:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install . -c ci/constraints-test/pydantic-v1-install.txt -r reqs/requirements-dev-test.txt
      - name: Run the tests
        run: invoke ci-tests -m unit --xdist --slowest=10  --timeout=2.0

  numpy-2:
    needs: [unit-tests, static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.9"
          cache: "pip"
          cache-dependency-path: reqs/requirements-dev-test.txt
      - name: Install dependencies
        run: pip install . -r reqs/requirements-dev-test.txt
      - name: Install numpy 2
        run: pip install --pre "numpy>1.9999999999999"
      - name: Run the tests
        run: invoke ci-tests -m unit --xdist --slowest=10  --timeout=2.0

  airflow-min-versions:
    needs: [unit-tests, static-analysis]
    runs-on: ubuntu-latest
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
          cache: "pip"
          cache-dependency-path: requirements.txt
      - name: Install dependencies
        run: pip install . -c ci/constraints-test/airflow-min-install.txt
      - name: Run the test
        # ensure the great_expectations can be imported and a context created
        run: sh ci/checks/check_min_airflow_dependency_compatibility.sh

  import_gx:
    needs: [static-analysis]
    if: github.event.pull_request.draft == false
    runs-on: ubuntu-latest
    strategy:
      matrix:
        python-version: ["3.8", "3.9", "3.10", "3.11"]
        exclude:
          - python-version: ${{ github.event_name == 'pull_request' && '3.9' }}
          - python-version: ${{ github.event_name == 'pull_request' && '3.10' }}
    steps:
      - name: Checkout
        uses: actions/checkout@v4
      - name: Set up Python ${{ matrix.python-version }}
        uses: actions/setup-python@v5
        with:
          python-version: ${{ matrix.python-version }}
          cache: "pip"
          cache-dependency-path: requirements.txt
      - name: Install Great Expectations with core deps only
        run: pip install .
      - name: Import Great Expectations
        run: python -c "import great_expectations as gx; print('Successfully imported GX Version:', gx.__version__)"

  build-n-publish:
    needs:
      [
        ci-is-on-main-repo,
        doc-checks,
        static-analysis,
        docs-snippets,
        unit-tests,
        cloud-tests,
        marker-tests,
        py38-min-versions,
        py39-min-versions,
        py310-min-versions,
        py311-min-versions,
        pydantic-v1,
        airflow-min-versions,
        import_gx,
      ]
    if: github.event_name == 'push' && contains(github.ref, 'refs/tags/')
    name: Build and publish Python distributions to PyPI
    runs-on: ubuntu-latest
    environment:
      name: pypi
      url: https://pypi.org/p/great-expectations
    permissions:
      id-token: write
    steps:
      - uses: actions/checkout@master
      - name: Set up Python 3.8
        uses: actions/setup-python@v5
        with:
          python-version: "3.8"
      - name: Update pip
        run: python -m pip install --upgrade pip
      - name: Install Twine and Wheel, and prepare packaging
        run: |
          pip install twine wheel
          git config --global user.email "team@greatexpectations.io"
          git config --global user.name "Great Expectations"
      - name: Build distribution
        run: |
          python setup.py sdist
          python setup.py bdist_wheel
      - name: Publish distribution to PyPI
        uses: pypa/gh-action-pypi-publish@release/v1
        with:
          skip-existing: true # prevent against pushing duplicate versions

  notify_on_failure:
    needs:
      [
        ci-is-on-main-repo,
        doc-checks,
        static-analysis,
        docs-snippets,
        unit-tests,
        cloud-tests,
        marker-tests,
        py38-min-versions,
        py39-min-versions,
        py310-min-versions,
        py311-min-versions,
        pydantic-v1,
        airflow-min-versions,
        import_gx,
        build-n-publish,
      ]
    if: always() && !cancelled() && contains(needs.*.result, 'failure') && github.event_name != 'pull_request' && github.event_name != 'merge_group'
    runs-on: ubuntu-latest
    steps:
      - name: Scheduled CI job failure
        id: slack
        uses: slackapi/slack-github-action@v1.24.0
        with:
          payload: |
            {
              "event_name": "${{ github.event_name }}",
              "url": "${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }}"
            }
        env:
          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_CI_WEBHOOK_URL }}

  notify_on_release:
    needs: [build-n-publish]
    runs-on: ubuntu-latest
    steps:
      - name: Announce Release
        id: slack
        uses: slackapi/slack-github-action@v1.24.0
        env:
          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_RELEASE_WEBHOOK_URL }}