diff --git a/azure-pipelines.yml b/azure-pipelines.yml
index 21960faa788..62d63f52871 100644
--- a/azure-pipelines.yml
+++ b/azure-pipelines.yml
@@ -20,7 +20,7 @@ jobs:
   pool:
     vmImage: 'VS2017-Win2016'
   variables:
-    MPLBACKEND: agg    
+    MPLBACKEND: agg
   strategy:
     maxParallel: 4
     matrix:
@@ -42,6 +42,7 @@ jobs:
       matplotlib
       numpy
       pytest
+      pytest-cov
       pytest-xdist
       scikit-learn
       scipy
@@ -55,5 +56,9 @@ jobs:
     displayName: 'Build MDAnalysis'
   - powershell: |
       cd testsuite
-      pytest .\MDAnalysisTests --disable-pytest-warnings -n 2 -rsx
+      pytest .\MDAnalysisTests --disable-pytest-warnings -n 2 -rsx --cov=MDAnalysis
     displayName: 'Run MDAnalysis Test Suite'
+  - script: |
+      curl -s https://codecov.io/bash | bash
+    condition: succeeded()
+    displayName: 'Codecov Coverage Upload'