diff --git a/.github/workflows/build_and_test.yml b/.github/workflows/build_and_test.yml
index 4adcad0b34c9..45d688ea98eb 100644
--- a/.github/workflows/build_and_test.yml
+++ b/.github/workflows/build_and_test.yml
@@ -375,7 +375,7 @@ jobs:
         #   See also https://github.com/sphinx-doc/sphinx/issues/7551.
         # Jinja2 3.0.0+ causes error when building with Sphinx.
         #   See also https://issues.apache.org/jira/browse/SPARK-35375.
-        python3.9 -m pip install flake8 pydata_sphinx_theme 'mypy==0.910' numpydoc 'jinja2<3.0.0' 'black==21.5b2'
+        python3.9 -m pip install flake8 pydata_sphinx_theme 'mypy==0.910' numpydoc 'jinja2<3.0.0' 'black==21.5b2' 'pycodestyle==2.7.0'
     - name: Install R linter dependencies and SparkR
       run: |
         apt update