diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index 0239ab9..e220441 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -17,7 +17,7 @@ jobs:
   - template: azure/windows.yml
     parameters:
       name: windows
-      vmImage: vs2017-win2016
+      vmImage: windows-2019
       matrix:
         py_3.8_32:
           PYTHON_VERSION: "3.8"
diff --git a/azure/windows.yml b/azure/windows.yml
index 364db6f..4d5a88a 100644
--- a/azure/windows.yml
+++ b/azure/windows.yml
@@ -68,8 +68,11 @@ jobs:
           pip install --timeout=60 $TEST_DEPENDS Cython==$CYTHON_BUILD_DEP
           pip install twine wheel
           pushd pandas
-          cp "C:/Program Files (x86)/Microsoft Visual Studio/2017/Enterprise/VC/Redist/MSVC/14.16.27012/$PYTHON_ARCH/Microsoft.VC141.CRT/msvcp140.dll" pandas/_libs/window
-          cp "C:/Program Files (x86)/Microsoft Visual Studio/2017/Enterprise/VC/Redist/MSVC/14.16.27012/$PYTHON_ARCH/Microsoft.VC141.CRT/concrt140.dll" pandas/_libs/window
+          cp "C:/Program Files (x86)/Microsoft Visual Studio/2019/Enterprise/VC/Redist/MSVC/14.29.30133/$PYTHON_ARCH/Microsoft.VC142.CRT/msvcp140.dll" pandas/_libs/window
+          cp "C:/Program Files (x86)/Microsoft Visual Studio/2019/Enterprise/VC/Redist/MSVC/14.29.30133/$PYTHON_ARCH/Microsoft.VC142.CRT/concrt140.dll" pandas/_libs/window
+          if [ "$PYTHON_ARCH" == "x64" ]; then
+            cp "C:/Program Files (x86)/Microsoft Visual Studio/2019/Enterprise/VC/Redist/MSVC/14.29.30133/x64/Microsoft.VC142.CRT/vcruntime140_1.dll" pandas/_libs/window
+          fi
           python setup.py build
           python setup.py bdist_wheel
           ls dist
@@ -88,6 +91,13 @@ jobs:
         displayName: Install wheel and test
         condition: eq(variables['SKIP_BUILD'], 'false')
 
+      - script: |
+          docker pull python:$(PYTHON_VERSION)-windowsservercore
+          docker run -v %cd%:c:\pandas python:$(PYTHON_VERSION)-windowsservercore /pandas/check_windows_dlls.bat
+        displayName: Ensure wheel imports correctly
+        # No Windows images for x86
+        condition: and(eq(variables['SKIP_BUILD'], 'false'), eq(variables['PYTHON_ARCH'], 'x64'))
+
       - bash: echo "##vso[task.prependpath]$CONDA/Scripts"
         displayName: Add conda to PATH
         condition: and(succeeded(), eq(variables['SKIP_BUILD'], 'false'), ne(variables['Build.Reason'], 'PullRequest'))
diff --git a/check_windows_dlls.bat b/check_windows_dlls.bat
new file mode 100644
index 0000000..f7b04be
--- /dev/null
+++ b/check_windows_dlls.bat
@@ -0,0 +1,4 @@
+python --version
+pip install pytz six numpy python-dateutil
+pip install --find-links=pandas/pandas/dist --no-index pandas
+python -c "import pandas as pd; print(pd.__version__)"