diff --git a/roles/openshift-apps/release-monitoring/files/buildconfig.yml b/roles/openshift-apps/release-monitoring/files/buildconfig.yml
index fc119a4dc4..2a8a9c6c1a 100644
--- a/roles/openshift-apps/release-monitoring/files/buildconfig.yml
+++ b/roles/openshift-apps/release-monitoring/files/buildconfig.yml
@@ -62,7 +62,6 @@ items:
         RUN ln -sf /etc/pki/fedmsg/crt/fedmsg-release-monitoring.crt /etc/pki/fedmsg/release-monitoring.crt
         EXPOSE 8080
         EXPOSE 9940
-        ENTRYPOINT python3-gunicorn --bind 0.0.0.0:8080 --access-logfile=- anitya.wsgi:application
       type: Dockerfile
     strategy:
       type: Docker
diff --git a/roles/openshift-apps/release-monitoring/files/deploymentconfig.yml b/roles/openshift-apps/release-monitoring/files/deploymentconfig.yml
index bad90e487e..053f02c53b 100644
--- a/roles/openshift-apps/release-monitoring/files/deploymentconfig.yml
+++ b/roles/openshift-apps/release-monitoring/files/deploymentconfig.yml
@@ -41,7 +41,7 @@ items:
         - name: release-monitoring-web
           image: release-monitoring/release-monitoring-web:latest
           command:
-            - python3-gunicorn
+            - gunicorn
           args:
             - '--bind 0.0.0.0:8080'
             - '--access-logfile=-'