diff --git a/.zuul.d/zuul.yaml b/.zuul.d/zuul.yaml
index 50fd7703..7c80e3eb 100644
--- a/.zuul.d/zuul.yaml
+++ b/.zuul.d/zuul.yaml
@@ -28,12 +28,24 @@
     vars:
       tox_envlist: py35
 
+- job:
+    name: rally-tox-cover
+    parent: tox
+    description: |
+      Run test for rally project.
+
+      Uses tox with the ``cover`` environment.
+    vars:
+      tox_envlist: cover
+    post-run: tests/ci/playbooks/post-rally-coverage.yaml
+
 - project:
     check:
       jobs:
         - rally-tox-pep8
         - rally-tox-py27
         - rally-tox-py35
+        - rally-tox-cover
         - rally-docker-check
         - rally-task-simple-job
         - rally-task-basic-with-existing-users:
@@ -82,6 +94,7 @@
         - rally-tox-pep8
         - rally-tox-py27
         - rally-tox-py35
+        - rally-tox-cover
         - rally-docker-check
         - rally-task-simple-job
         #- rally-task-heat
diff --git a/tests/ci/cover.sh b/tests/ci/cover.sh
index ba693778..7ad96b8b 100755
--- a/tests/ci/cover.sh
+++ b/tests/ci/cover.sh
@@ -32,8 +32,8 @@ fi
 # Checkout master and save coverage report
 git checkout HEAD^
 
-baseline_report=$(mktemp -t rally_coverageXXXXXXX)
-py.test --cov=rally tests/unit/ --cov-report=html -n auto
+baseline_report=$(mktemp -t rally_openstack_coverageXXXXXXX)
+py.test --cov=rally_openstack tests/unit/ --cov-report=html -n auto
 coverage report > $baseline_report
 mv cover cover-master
 cat $baseline_report
@@ -42,8 +42,8 @@ baseline_missing=$(awk 'END { print $3 }' $baseline_report)
 # Checkout back and save coverage report
 git checkout -
 
-current_report=$(mktemp -t rally_coverageXXXXXXX)
-py.test --cov=rally tests/unit/ --cov-report=html -n auto
+current_report=$(mktemp -t rally_openstack_coverageXXXXXXX)
+py.test --cov=rally_openstack tests/unit/ --cov-report=html -n auto
 coverage report > $current_report
 current_missing=$(awk 'END { print $3 }' $current_report)
 
diff --git a/tests/ci/playbooks/post-rally-coverage.yaml b/tests/ci/playbooks/post-rally-coverage.yaml
new file mode 100644
index 00000000..80ef79dc
--- /dev/null
+++ b/tests/ci/playbooks/post-rally-coverage.yaml
@@ -0,0 +1,15 @@
+- hosts: all
+  tasks:
+
+    - name: Put coverage report in the right place
+      synchronize:
+        src: "{{ zuul.projects['git.openstack.org/openstack/rally-openstack'].src_dir }}/cover-master/"
+        dest: '{{ zuul.executor.log_root }}/coverage/'
+        mode: pull
+        copy_links: true
+        verify_host: true
+        rsync_opts:
+          - --include=/**
+          - --include=*/
+          - --exclude=*
+          - --prune-empty-dirs