diff --git a/ci/docker/windows/Dockerfile b/ci/docker/windows/Dockerfile
index e76ff596cc..0f9e941591 100644
--- a/ci/docker/windows/Dockerfile
+++ b/ci/docker/windows/Dockerfile
@@ -16,7 +16,8 @@ RUN choco install -y cmake --installargs 'ADD_CMAKE_TO_PATH=System'
 RUN choco install -y git --params '/NoAutoCrlf /NoCredentialManager /NoShellHereIntegration /NoGuiHereIntegration /NoShellIntegration'
 RUN choco install -y git-lfs
 RUN choco install -y 7zip
-RUN choco install -y python3 --installargs 'AssociateFiles=1 PrependPath=1 Include_pip=1 Include_dev=1'
+# See https://gitlab.freedesktop.org/gstreamer/cerbero/-/issues/427
+RUN choco install -y python3 --version=3.11.2 --installargs 'AssociateFiles=1 PrependPath=1 Include_pip=1 Include_dev=1'
 RUN choco install -y msys2 --params '/NoPath /NoUpdate /InstallDir:C:\\msys64'
 RUN choco install -y wixtoolset