diff --git a/.test-conda-env-py3.yml b/.test-conda-env-py3.yml
new file mode 100644
index 0000000000000000000000000000000000000000..cd7ca6a9aaeec7b46358be6f9a88287d15f29c5e
--- /dev/null
+++ b/.test-conda-env-py3.yml
@@ -0,0 +1,32 @@
+name: test-conda-env
+channels:
+- conda-forge
+- defaults
+
+dependencies:
+- python=3
+- git
+- conda-forge::numpy
+- pocl
+- mako
+- pyopencl
+- islpy
+
+# Only needed to make pylint succeed
+- matplotlib
+
+- pip
+- pip:
+    - git+https://github.com/inducer/pymbolic
+    - git+https://github.com/inducer/loopy
+
+    - git+https://gitlab.tiker.net/inducer/gmsh_interop.git
+    - git+https://gitlab.tiker.net/inducer/modepy.git
+
+    # required by pytential, which is in turn needed for some tests
+    - git+https://gitlab.tiker.net/inducer/boxtree.git
+    - git+https://gitlab.tiker.net/inducer/sumpy.git
+    - git+https://gitlab.tiker.net/inducer/pytential.git
+
+    # requires pymetis for tests for partition_mesh
+    - git+https://gitlab.tiker.net/inducer/pymetis.git
diff --git a/README.rst b/README.rst
index 1a033e2e0ad3c1acbd0cef5b12cf7905fa24782d..b012a2185b14361a68562f5fb50cfbf5b6041fbb 100644
--- a/README.rst
+++ b/README.rst
@@ -2,9 +2,14 @@ meshmode: High-Order Meshes and Discontinuous Function Spaces
 =============================================================
 
 .. image:: https://gitlab.tiker.net/inducer/meshmode/badges/master/pipeline.svg
-   :target: https://gitlab.tiker.net/inducer/meshmode/commits/master
+    :alt: Gitlab Build Status
+    :target: https://gitlab.tiker.net/inducer/meshmode/commits/master
+.. image:: https://dev.azure.com/ak-spam/inducer/_apis/build/status/inducer.meshmode?branchName=master
+    :alt: Azure Build Status
+    :target: https://dev.azure.com/ak-spam/inducer/_build/latest?definitionId=14&branchName=master
 .. image:: https://badge.fury.io/py/meshmode.png
-  :target: http://pypi.python.org/pypi/meshmode
+    :alt: Python Package Index Release Page
+    :target: https://pypi.org/project/meshmode/
 
 * `Source code on Github <https://github.com/inducer/meshmode>`_
 * `Documentation <https://documen.tician.de/meshmode>`_
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
new file mode 100644
index 0000000000000000000000000000000000000000..ede72708b8142d8116f781554231a59713b08ff1
--- /dev/null
+++ b/azure-pipelines.yml
@@ -0,0 +1,66 @@
+jobs:
+-
+    job: 'Python2'
+    pool:
+        vmImage: 'ubuntu-latest'
+
+    steps:
+    -
+        script: |
+            set -e
+            sed 's/python=3/python=2.7/' .test-conda-env-py3.yml > .test-conda-env-py2.yml
+            cat .test-conda-env-py2.yml
+            CONDA_ENVIRONMENT=.test-conda-env-py2.yml
+            curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-and-test-py-project-within-miniconda.sh
+            . ./build-and-test-py-project-within-miniconda.sh
+
+        displayName: 'Pytest Conda'
+    -
+        task: PublishTestResults@2
+        inputs:
+            testResultsFormat: 'JUnit'
+            testResultsFiles: 'test/pytest.xml'
+
+-
+    job: 'Python3'
+    pool:
+        vmImage: 'ubuntu-latest'
+
+    steps:
+    -
+        script: |
+            set -e
+            CONDA_ENVIRONMENT=.test-conda-env-py3.yml
+            curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-and-test-py-project-within-miniconda.sh
+            . ./build-and-test-py-project-within-miniconda.sh
+
+        displayName: 'Pytest Conda'
+
+    -
+        task: PublishTestResults@2
+        inputs:
+            testResultsFormat: 'JUnit'
+            testResultsFiles: 'test/pytest.xml'
+
+-
+    job: 'Flake8'
+    pool:
+        vmImage: 'ubuntu-latest'
+    strategy:
+        matrix:
+            Python37:
+                python.version: '3.7'
+
+    steps:
+    -
+        task: UsePythonVersion@0
+        inputs:
+            versionSpec: '$(python.version)'
+
+    -
+        script: |
+            set -e
+            curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/prepare-and-run-flake8.sh
+            . ./prepare-and-run-flake8.sh pyopencl test
+
+        displayName: 'Flake8'