diff --git a/WORKSPACE b/WORKSPACE
index 1d6cb1ec30b3..33b49884f25c 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -17,6 +17,9 @@ grpc_extra_deps()
 
 load("@bazel_skylib//lib:versions.bzl", "versions")
 
+# TODO (shrekris-anyscale): Update the min version to 4.2.2 once Windows uses
+# it in CI.
+
 # When the bazel version is updated, make sure to update it
 # in setup.py as well.
 versions.check(minimum_bazel_version = "4.2.1")
diff --git a/python/setup.py b/python/setup.py
index b8d42eb94121..65b1cd629d9e 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -24,7 +24,8 @@
 SUPPORTED_PYTHONS = [(3, 6), (3, 7), (3, 8), (3, 9), (3, 10)]
 # When the bazel version is updated, make sure to update it
 # in WORKSPACE file as well.
-SUPPORTED_BAZEL = (4, 2, 1)
+
+SUPPORTED_BAZEL = (4, 2, 2)
 
 ROOT_DIR = os.path.dirname(__file__)
 BUILD_JAVA = os.getenv("RAY_INSTALL_JAVA") == "1"