diff --git a/roles/openshift-apps/release-monitoring/files/buildconfig.yml b/roles/openshift-apps/release-monitoring/files/buildconfig.yml
index 0922c126b4..df85a36892 100644
--- a/roles/openshift-apps/release-monitoring/files/buildconfig.yml
+++ b/roles/openshift-apps/release-monitoring/files/buildconfig.yml
@@ -17,6 +17,7 @@ items:
           license="MIT"
         RUN dnf install -y --enablerepo=updates-testing \
                 git \
+                httpd \
                 graphviz \
                 python3-alembic \
                 python3-blinker \
@@ -27,7 +28,6 @@ items:
                 python3-flask-login \
                 python3-flask-restful \
                 python3-flask-openid \
-                python3-gunicorn \
                 python3-openid \
                 python3-pip \
                 python3-psycopg2 \
@@ -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 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 2d3c201e0c..fffe161ef0 100644
--- a/roles/openshift-apps/release-monitoring/files/deploymentconfig.yml
+++ b/roles/openshift-apps/release-monitoring/files/deploymentconfig.yml
@@ -40,6 +40,10 @@ items:
         containers:
         - name: release-monitoring-web
           image: release-monitoring/release-monitoring-web:latest
+          command:
+            - bash
+          args:
+            - /etc/anitya/start.sh
           env:
             - name: USER
               value: anitya
diff --git a/roles/openshift-apps/release-monitoring/templates/configmap.yml b/roles/openshift-apps/release-monitoring/templates/configmap.yml
index 9414d5d8a5..414cfed4c7 100644
--- a/roles/openshift-apps/release-monitoring/templates/configmap.yml
+++ b/roles/openshift-apps/release-monitoring/templates/configmap.yml
@@ -138,6 +138,79 @@ items:
       [formatter_generic]
       format = %(levelname)-5.5s [%(name)s] %(message)s
       datefmt = %H:%M:%S
+    start.sh: |-
+      mkdir /httpdir/run
+      ln -s /etc/httpd/modules /httpdir/modules
+      truncate --size=0 /httpdir/accesslog /httpdir/errorlog
+      tail -qf /httpdir/accesslog /httpdir/errorlog &
+      exec httpd -f /etc/anitya/httpd.conf -DFOREGROUND -DNO_DETACH
+    httpd.conf: |-
+      Listen 0.0.0.0:8080
+      ServerRoot "/httpdir"
+      PidFile "/httpdir/httpd.pid"
+      LoadModule authn_file_module modules/mod_authn_file.so
+      LoadModule authn_anon_module modules/mod_authn_anon.so
+      LoadModule authz_user_module modules/mod_authz_user.so
+      LoadModule authz_host_module modules/mod_authz_host.so
+      LoadModule include_module modules/mod_include.so
+      LoadModule log_config_module modules/mod_log_config.so
+      LoadModule env_module modules/mod_env.so
+      LoadModule ext_filter_module modules/mod_ext_filter.so
+      LoadModule expires_module modules/mod_expires.so
+      LoadModule headers_module modules/mod_headers.so
+      LoadModule mime_module modules/mod_mime.so
+      LoadModule status_module modules/mod_status.so
+      LoadModule negotiation_module modules/mod_negotiation.so
+      LoadModule dir_module modules/mod_dir.so
+      LoadModule alias_module modules/mod_alias.so
+      LoadModule rewrite_module modules/mod_rewrite.so
+      LoadModule version_module modules/mod_version.so
+      LoadModule wsgi_module modules/mod_wsgi_python3.so
+      LoadModule authn_core_module modules/mod_authn_core.so
+      LoadModule authz_core_module modules/mod_authz_core.so
+      LoadModule unixd_module modules/mod_unixd.so
+      LoadModule mpm_event_module modules/mod_mpm_event.so
+      StartServers  20
+      ServerLimit   100
+      MaxRequestsPerChild 2000
+      MaxRequestWorkers 100
+      <Directory "/usr/local/lib/python3.7/anitya/static/docs/html/">
+          AllowOverride None
+          Require all granted
+      </Directory>
+      <Directory "/usr/local/lib/python3.7/site-packages/anitya/static/">
+          AllowOverride None
+          Require all granted
+      </Directory>
+      <Location />
+          Require all granted
+      </Location>
+      <Location /docs/>
+          Header set Cache-Control public
+          ExpiresDefault "access plus 1 month"
+          Header unset ETag
+      </Location>
+      <Location /static/>
+          Header set Cache-Control public
+          ExpiresDefault "access plus 1 month"
+          Header unset ETag
+      </Location>
+      LogFormat "%h %l %u %t \"%r\" %>s %b \"%{Referer}i\" \"%{User-Agent}i\"" combined
+      CustomLog /httpdir/accesslog combined
+      ErrorLog /httpdir/errorlog
+      LogLevel info
+      TypesConfig /etc/mime.types
+      AddDefaultCharset UTF-8
+      CoreDumpDirectory /tmp
+      Alias /docs /usr/local/lib/python3.7/anitya/static/docs/html/
+      Alias /static /usr/local/lib/python3.7/site-packages/anitya/static/
+      WSGIDaemonProcess anitya display-name=anitya processes=2 threads=2 maximum-requests=1000 home=/httpdir
+      WSGIApplicationGroup %{GLOBAL}
+      WSGISocketPrefix run/wsgi
+      WSGIRestrictStdout Off
+      WSGIRestrictSignal Off
+      WSGIPythonOptimize 1
+      WSGIScriptAlias / /usr/share/anitya/anitya.wsgi
 - apiVersion: v1
   kind: ConfigMap
   metadata: