diff --git a/.azure-pipelines.yml b/.azure-pipelines.yml
index 6b3c6692b8..8bb3d3325b 100644
--- a/.azure-pipelines.yml
+++ b/.azure-pipelines.yml
@@ -79,6 +79,10 @@ jobs:
       testResultsFormat: NUnit
       testRunTitle: 'Publish test results for Python $(python.version)'
 
+  - script: bash <(curl -s https://codecov.io/bash)
+    displayName: 'Upload to codecov.io'
+    condition: eq(variables['RUN_COVERAGE'], 'yes')
+
 - job: CheckBuild
   pool:
     vmImage: 'ubuntu-18.04'
diff --git a/.codecov.yml b/.codecov.yml
new file mode 100644
index 0000000000..8e49cc3831
--- /dev/null
+++ b/.codecov.yml
@@ -0,0 +1,14 @@
+# Based on pydata/xarray
+codecov:
+  require_ci_to_pass: yes
+
+coverage:
+  status:
+    project:
+      default:
+        # Require 1% coverage, i.e., always succeed
+        target: 1
+    patch: false
+    changes: false
+
+comment: off
\ No newline at end of file