diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
new file mode 100644
index 00000000..5026ea84
--- /dev/null
+++ b/.gitlab-ci.yml
@@ -0,0 +1,41 @@
+# Official language image. Look for the different tagged releases at:
+# https://hub.docker.com/r/library/python/tags/
+
+.job_template: &job_definition
+  # Change pip's cache directory to be inside the project directory since we can
+  # only cache local items.
+  variables:
+    PIP_CACHE_DIR: "$CI_PROJECT_DIR/.cache"
+  
+  # Pip's cache doesn't store the python packages
+  # https://pip.pypa.io/en/stable/reference/pip_install/#caching
+  #
+  # If you want to also cache the installed packages, you have to install
+  # them in a virtualenv and cache it as well.
+  cache:
+    paths:
+      - .cache/pip
+      - venv/
+  
+  before_script:
+    - python -V                  # Print out python version for debugging
+    - pip install virtualenv tox
+    - virtualenv venv
+    - source venv/bin/activate
+    
+  coverage: '/TOTAL.+ ([0-9]{1,3}%)/'
+
+
+py36-dj111:
+  <<: *job_definition
+  image: python:3.6-stretch
+  script:
+  - export TOXENV=py36-dj111
+  - tox
+
+py36-dj20:
+  <<: *job_definition
+  image: python:3.6-stretch
+  script:
+  - export TOXENV=py36-dj20
+  - tox
diff --git a/tox.ini b/tox.ini
index d0f314c9..bfbd9172 100644
--- a/tox.ini
+++ b/tox.ini
@@ -17,4 +17,6 @@ deps=
     py37: https://github.com/yaml/pyyaml/zipball/master#egg=pyyaml
     py37: https://github.com/celery/kombu/zipball/master#egg=kombu
 install_command = pip install -e ".[testing]" -U {opts} {packages}
-commands=coverage run runtests.py -v 2
+commands = 
+    coverage run runtests.py -v 2
+    coverage report -m