diff --git a/ci/docker/python-wheel-windows-vs2019.dockerfile b/ci/docker/python-wheel-windows-vs2019.dockerfile
index 3fc979b9aeb25..ba9f59ffeaf62 100644
--- a/ci/docker/python-wheel-windows-vs2019.dockerfile
+++ b/ci/docker/python-wheel-windows-vs2019.dockerfile
@@ -38,11 +38,6 @@ RUN python -m pip install -r arrow/python/requirements-wheel-build.txt
 
 ENV PYTHON=${python}
 
-# ENV CLCACHE_DIR="C:\clcache"
-# ENV CLCACHE_COMPRESS=1
-# ENV CLCACHE_COMPRESSLEVEL=6
-# RUN pip install git+https://github.com/Nuitka/clcache.git
-
 # For debugging purposes
 # RUN wget --no-check-certificate https://github.com/lucasg/Dependencies/releases/download/v1.10/Dependencies_x64_Release.zip
 # RUN unzip Dependencies_x64_Release.zip -d Dependencies && setx path "%path%;C:\Dependencies"
diff --git a/ci/scripts/python_wheel_windows_build.bat b/ci/scripts/python_wheel_windows_build.bat
index 05861a628718e..f0c54469559f2 100644
--- a/ci/scripts/python_wheel_windows_build.bat
+++ b/ci/scripts/python_wheel_windows_build.bat
@@ -19,9 +19,15 @@
 
 echo "Building windows wheel..."
 
+@REM List installed Pythons
+py -0p
+
+set PYTHON_CMD=py -%PYTHON%
+%PYTHON_CMD% -m sysconfig || exit /B 1
+
 call "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Auxiliary\Build\vcvars64.bat"
 
-echo "=== (%PYTHON_VERSION%) Clear output directories and leftovers ==="
+echo "=== (%PYTHON%) Clear output directories and leftovers ==="
 del /s /q C:\arrow-build
 del /s /q C:\arrow-dist
 del /s /q C:\arrow\python\dist
@@ -29,7 +35,7 @@ del /s /q C:\arrow\python\build
 del /s /q C:\arrow\python\pyarrow\*.so
 del /s /q C:\arrow\python\pyarrow\*.so.*
 
-echo "=== (%PYTHON_VERSION%) Building Arrow C++ libraries ==="
+echo "=== (%PYTHON%) Building Arrow C++ libraries ==="
 set ARROW_ACERO=ON
 set ARROW_DATASET=ON
 set ARROW_FLIGHT=ON
@@ -102,7 +108,7 @@ cmake ^
 cmake --build . --config %CMAKE_BUILD_TYPE% --target install || exit /B 1
 popd
 
-echo "=== (%PYTHON_VERSION%) Building wheel ==="
+echo "=== (%PYTHON%) Building wheel ==="
 set PYARROW_BUILD_TYPE=%CMAKE_BUILD_TYPE%
 set PYARROW_BUILD_VERBOSE=1
 set PYARROW_BUNDLE_ARROW_CPP=ON
@@ -124,5 +130,5 @@ set CMAKE_PREFIX_PATH=C:\arrow-dist
 pushd C:\arrow\python
 @REM bundle the msvc runtime
 cp "C:\Program Files (x86)\Microsoft Visual Studio\2019\Community\VC\Redist\MSVC\14.28.29325\x64\Microsoft.VC142.CRT\msvcp140.dll" pyarrow\
-py -%PYTHON% setup.py bdist_wheel || exit /B 1
+%PYTHON_CMD% setup.py bdist_wheel || exit /B 1
 popd
diff --git a/dev/tasks/python-wheels/github.windows.yml b/dev/tasks/python-wheels/github.windows.yml
index 37ee389c667fc..a4c196c85f46f 100644
--- a/dev/tasks/python-wheels/github.windows.yml
+++ b/dev/tasks/python-wheels/github.windows.yml
@@ -69,7 +69,7 @@ jobs:
           if errorlevel 1 (
             archery docker build --no-pull %TEST_IMAGE_PREFIX%-wheel-windows-vs2019 || exit /B 1
           )
-          archery docker run --no-build -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 }} %TEST_IMAGE_PREFIX%-wheel-windows-vs2019
 
       - uses: actions/upload-artifact@v4
         with: