diff --git a/_azure-pipelines/template.yml b/_azure-pipelines/template.yml
new file mode 100644
index 00000000..ed6c632d
--- /dev/null
+++ b/_azure-pipelines/template.yml
@@ -0,0 +1,46 @@
+jobs:
+- job: ${{ parameters.name }}
+  pool:
+    vmImage: ${{ parameters.vmImage }}
+  strategy:
+    matrix:
+      Python27:
+        PYTHON_VERSION: '2.7'
+      Python34:
+        PYTHON_VERSION: '3.4'
+      Python35:
+        PYTHON_VERSION: '3.5'
+      Python36:
+        PYTHON_VERSION: '3.6'
+      Python37:
+        PYTHON_VERSION: '3.7'
+  steps:
+  - task: UsePythonVersion@0
+    inputs:
+      versionSpec: $(PYTHON_VERSION)
+      architecture: 'x64'
+    displayName: 'Install Python'
+  - script: |
+      make
+      pipenv install -e .[socks] --skip-lock
+    displayName: 'Set up'
+
+  - ${{ if eq(parameters.name, 'Linux') }}:
+    - script: |
+        make test-readme
+        make ci
+      displayName: 'Test and CI' 
+    - task: PublishTestResults@2
+      displayName: 'Publish test results'
+      inputs:
+        testResultsFiles: 'report.xml'
+        testRunTitle: Python $(PYTHON_VERSION)
+
+  - ${{ if eq(parameters.name, 'Windows') }}:
+    - script: |
+        make coverage
+      displayName: 'Coverage'
+  
+  - script: |
+      pipenv run codecov -f coverage.xml
+    displayName: 'Run codecov'
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
new file mode 100644
index 00000000..b8e7e0d0
--- /dev/null
+++ b/azure-pipelines.yml
@@ -0,0 +1,10 @@
+jobs:
+- template: _azure-pipelines/template.yml
+  parameters:
+    name: Linux
+    vmImage: Ubuntu-16.04
+
+- template: _azure-pipelines/template.yml
+  parameters:
+    name: Windows
+    vmImage: vs2017-win2016
\ No newline at end of file