diff --git a/.coveragerc b/.coveragerc
index 8d7c45d..9a3145c 100644
--- a/.coveragerc
+++ b/.coveragerc
@@ -1,3 +1,4 @@
 [run]
 branch = True
 source = .
+data_file = .coverage
diff --git a/.travis-docker-compose.yml b/.travis-docker-compose.yml
new file mode 100644
index 0000000..7314b05
--- /dev/null
+++ b/.travis-docker-compose.yml
@@ -0,0 +1,13 @@
+version: '2'
+
+services:
+  edxops-notifier:
+    image: edxops/notifier:latest
+    container_name: notifier_testing
+    volumes:
+      - .:/edx/app/notifier/notifier
+    # The docker container produced from configuration.git does not currently
+    # run and expose a port for notifier. This means that we need to run some
+    # command that keeps the notifier container alive while we run tests on it.
+    # We have not yet standardized on an init replacement which could be used instead.
+    command: tail -f /dev/null
diff --git a/.travis.yml b/.travis.yml
index 0326278..083be39 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,10 +1,23 @@
 language: python
 python:
   - "2.7"
+
+sudo: required
+services:
+  - docker
+
+cache:
+  - pip
+
+before_install:
+  - docker-compose -f ./.travis-docker-compose.yml up -d
+
 install:
-  - pip install -r requirements.txt
-  - pip install coveralls
+  - docker exec -t notifier_testing bash -c 'pip install -r /edx/app/notifier/notifier/requirements.txt'
 script:
-  - python manage.py test notifier
+  - docker exec -t notifier_testing bash -c 'cd /edx/app/notifier/notifier && coverage run /edx/app/notifier/notifier/manage.py test notifier'
+
 after_success:
-  - coveralls
+  - pip install -U codecov
+  - docker exec notifier_testing /edx/app/notifier/notifier/run_coverage.sh
+  - codecov
diff --git a/run_coverage.sh b/run_coverage.sh
new file mode 100755
index 0000000..bceb51f
--- /dev/null
+++ b/run_coverage.sh
@@ -0,0 +1,4 @@
+#!/bin/bash -xe
+. /edx/app/notifier/virtualenvs/notifier/bin/activate
+cd /edx/app/notifier/notifier
+coverage xml