diff --git a/.env b/.env
index 877bd50864d38..9e58f68bfb98c 100644
--- a/.env
+++ b/.env
@@ -98,7 +98,7 @@ VCPKG="a42af01b72c28a8e1d7b48107b33e4f286a55ef6"    # 2023.11.20 Release
 # ci/docker/python-wheel-windows-vs2019.dockerfile.
 # This is a workaround for our CI problem that "archery docker build" doesn't
 # use pulled built images in dev/tasks/python-wheels/github.windows.yml.
-PYTHON_WHEEL_WINDOWS_IMAGE_REVISION=2024-03-12
+PYTHON_WHEEL_WINDOWS_IMAGE_REVISION=2024-03-19
 
 # Use conanio/${CONAN} for "docker-compose run --rm conan". See
 # https://github.com/conan-io/conan-docker-tools#readme for available
diff --git a/dev/tasks/python-wheels/github.windows.yml b/dev/tasks/python-wheels/github.windows.yml
index 042a2f7f2fb06..01f4977a9b0b1 100644
--- a/dev/tasks/python-wheels/github.windows.yml
+++ b/dev/tasks/python-wheels/github.windows.yml
@@ -56,7 +56,7 @@ jobs:
           if errorlevel 1 (
             archery docker build --no-pull python-wheel-windows-vs2019 || exit /B 1
           )
-          archery docker run -e SETUPTOOLS_SCM_PRETEND_VERSION={{ arrow.no_rc_version }} python-wheel-windows-vs2019
+          archery docker run --no-build -e SETUPTOOLS_SCM_PRETEND_VERSION={{ arrow.no_rc_version }} python-wheel-windows-vs2019
 
       - uses: actions/upload-artifact@v3
         with: