diff --git a/.gitignore b/.gitignore
index 617f64e..6485d46 100644
--- a/.gitignore
+++ b/.gitignore
@@ -24,6 +24,7 @@ pip-log.txt
 
 # Unit test / coverage reports
 .coverage
+cover/
 .tox
 nosetests.xml
 .testrepository
diff --git a/tox.ini b/tox.ini
index edfcf61..ab3e002 100644
--- a/tox.ini
+++ b/tox.ini
@@ -36,7 +36,14 @@ commands = {posargs}
 commands = sphinx-build -a -E -W -d releasenotes/build/doctrees --keep-going -b html releasenotes/source releasenotes/build/html
 
 [testenv:cover]
-commands = python setup.py testr --coverage --testr-args='{posargs}'
+commands =
+    coverage erase
+    coverage run --source watcher_dashboard {toxinidir}/manage.py test \
+        --settings=watcher_dashboard.test.settings \
+        --exclude-tag integration watcher_dashboard {posargs}
+    coverage xml
+    coverage html -d ./cover --omit='*tests*'
+    coverage report
 
 [testenv:docs]
 deps =