diff --git a/.zuul.d/zuul.yaml b/.zuul.d/zuul.yaml
index d17ecf2..16122df 100644
--- a/.zuul.d/zuul.yaml
+++ b/.zuul.d/zuul.yaml
@@ -67,6 +67,7 @@
       - test-requirements.txt
     required-projects:
       - openstack/ara-server
+    pre-run: tests/role-integration-pre.yaml
     run: playbooks/ara-server.yaml
 
 - job:
diff --git a/roles/ara_server/vars/Fedora.yaml b/roles/ara_server/vars/Fedora.yaml
index f6ac069..555882e 100644
--- a/roles/ara_server/vars/Fedora.yaml
+++ b/roles/ara_server/vars/Fedora.yaml
@@ -18,5 +18,6 @@
 
 ara_server_required_packages:
   - git
+  - python3-virtualenv
   - libselinux-python
   - policycoreutils-python-utils
diff --git a/tests/role-integration-pre.yaml b/tests/role-integration-pre.yaml
new file mode 100644
index 0000000..e39daec
--- /dev/null
+++ b/tests/role-integration-pre.yaml
@@ -0,0 +1,35 @@
+---
+#  Copyright (c) 2018 Red Hat, Inc.
+#
+#  This file is part of ARA Records Ansible.
+#
+#  ARA is free software: you can redistribute it and/or modify
+#  it under the terms of the GNU General Public License as published by
+#  the Free Software Foundation, either version 3 of the License, or
+#  (at your option) any later version.
+#
+#  ARA is distributed in the hope that it will be useful,
+#  but WITHOUT ANY WARRANTY; without even the implied warranty of
+#  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+#  GNU General Public License for more details.
+#
+#  You should have received a copy of the GNU General Public License
+#  along with ARA.  If not, see <http://www.gnu.org/licenses/>.
+
+- name: Role integration pre-run
+  hosts: all
+  gather_facts: yes
+  tasks:
+    # The images built with diskimage-builder by the OpenStack infrastructure
+    # currently installs the virtualenv packages on Fedora and adds them to the
+    # exclude list in /etc/dnf/dnf.conf.
+    # Work around this since it prevents the role from working properly.
+    # When it attempts to install python3-virtualenv, it won't be found because of the exclude.
+    # Reference: https://github.com/openstack/diskimage-builder/blob/5b1844acf99d3797b1bbe02601e5ce94308cab55/diskimage_builder/elements/pip-and-virtualenv/install.d/pip-and-virtualenv-source-install/04-install-pip#L134
+    - name: Remove DNF excludes for Fedora
+      become: yes
+      lineinfile:
+        path: /etc/dnf/dnf.conf
+        regexp: "^exclude="
+        state: absent
+      when: ansible_distribution == "Fedora"