diff --git a/files/pagure_ci.service b/files/pagure_ci.service
new file mode 100644
index 0000000..853c474
--- /dev/null
+++ b/files/pagure_ci.service
@@ -0,0 +1,19 @@
+# This is a systemd's service file for the logcom service, if you change
+# the default value of the CI_CELERY_QUEUE configuration key, do not
+# forget to edit it in the ExecStart line below
+
+[Unit]
+Description=Pagure service integrating CI services with pagure
+After=redis.target
+Documentation=https://pagure.io/pagure
+
+[Service]
+ExecStart=/usr/bin/celery worker -A pagure.lib.tasks_services --loglevel=info -Q pagure_ci
+Environment="PAGURE_CONFIG=/etc/pagure/pagure.cfg"
+Type=simple
+User=git
+Group=git
+Restart=on-failure
+
+[Install]
+WantedBy=multi-user.target
diff --git a/files/pagure_loadjson.service b/files/pagure_loadjson.service
new file mode 100644
index 0000000..414d318
--- /dev/null
+++ b/files/pagure_loadjson.service
@@ -0,0 +1,19 @@
+# This is a systemd's service file for the loadjson service, if you change
+# the default value of the LOADJSON_CELERY_QUEUE configuration key, do not
+# forget to edit it in the ExecStart line below
+
+[Unit]
+Description=Pagure service loading JSON files into the DB
+After=redis.target
+Documentation=https://pagure.io/pagure
+
+[Service]
+ExecStart=/usr/bin/celery worker -A pagure.lib.tasks_services --loglevel=info -Q pagure_loadjson
+Environment="PAGURE_CONFIG=/etc/pagure/pagure.cfg"
+Type=simple
+User=git
+Group=git
+Restart=on-failure
+
+[Install]
+WantedBy=multi-user.target
diff --git a/files/pagure_logcom.service b/files/pagure_logcom.service
new file mode 100644
index 0000000..360bf9d
--- /dev/null
+++ b/files/pagure_logcom.service
@@ -0,0 +1,19 @@
+# This is a systemd's service file for the logcom service, if you change
+# the default value of the LOGCOM_CELERY_QUEUE configuration key, do not
+# forget to edit it in the ExecStart line below
+
+[Unit]
+Description=Pagure service logging commits into the database
+After=redis.target
+Documentation=https://pagure.io/pagure
+
+[Service]
+ExecStart=/usr/bin/celery worker -A pagure.lib.tasks_services --loglevel=info -Q pagure_logcom
+Environment="PAGURE_CONFIG=/etc/pagure/pagure.cfg"
+Type=simple
+User=git
+Group=git
+Restart=on-failure
+
+[Install]
+WantedBy=multi-user.target
diff --git a/files/pagure_webhook.service b/files/pagure_webhook.service
new file mode 100644
index 0000000..fc5fc1c
--- /dev/null
+++ b/files/pagure_webhook.service
@@ -0,0 +1,19 @@
+# This is a systemd's service file for the logcom service, if you change
+# the default value of the WEBHOOK_CELERY_QUEUE configuration key, do not
+# forget to edit it in the ExecStart line below
+
+[Unit]
+Description=Pagure service sending web-hook notifications
+After=redis.target
+Documentation=https://pagure.io/pagure
+
+[Service]
+ExecStart=/usr/bin/celery worker -A pagure.lib.tasks_services --loglevel=info -Q pagure_webhook
+Environment="PAGURE_CONFIG=/etc/pagure/pagure.cfg"
+Type=simple
+User=git
+Group=git
+Restart=on-failure
+
+[Install]
+WantedBy=multi-user.target
diff --git a/pagure-ci/README.rst b/pagure-ci/README.rst
deleted file mode 100644
index 9dac42e..0000000
--- a/pagure-ci/README.rst
+++ /dev/null
@@ -1,13 +0,0 @@
-Pagure CI
-=========
-
-This is to setup Pagure CI for development. It is assumed that all the
-dependencies are resolved.
-
- * Run::
-
-    PAGURE_CONFIG=/path/to/config PYTHONPATH=. python pagure-ci/pagure_ci_server.py
-
-
-Check `doc/usage/pagure_ci.rst` for further information on how to set up
-and configure your project on both pagure and the CI services
diff --git a/pagure-ci/pagure_ci.service b/pagure-ci/pagure_ci.service
deleted file mode 100644
index b93c675..0000000
--- a/pagure-ci/pagure_ci.service
+++ /dev/null
@@ -1,14 +0,0 @@
-[Unit]
-Description=Pagure Continuous Integration service
-After=redis.target
-Documentation=https://pagure.io/pagure
-
-[Service]
-ExecStart=/usr/libexec/pagure-ci/pagure_ci_server.py
-Type=simple
-User=git
-Group=git
-Restart=on-failure
-
-[Install]
-WantedBy=multi-user.target
diff --git a/pagure-loadjson/README.rst b/pagure-loadjson/README.rst
deleted file mode 100644
index 10c1827..0000000
--- a/pagure-loadjson/README.rst
+++ /dev/null
@@ -1,13 +0,0 @@
-Pagure loadjson
-===============
-
-This is the service loads into the database the JSON files representing
-issues (and in the future also the pull-requests).
-
-This service is triggered by a git hook, sending a notification that a push
-happened. This service receive the notification and find the list of file
-that changed and load them into the database.
-
- * Run::
-
-    PAGURE_CONFIG=/path/to/config PYTHONPATH=. python pagure-loadjson/pagure_loadjson_server.py
diff --git a/pagure-loadjson/pagure_loadjson.service b/pagure-loadjson/pagure_loadjson.service
deleted file mode 100644
index 2c963a6..0000000
--- a/pagure-loadjson/pagure_loadjson.service
+++ /dev/null
@@ -1,14 +0,0 @@
-[Unit]
-Description=Pagure service loading JSON files into the DB
-After=redis.target
-Documentation=https://pagure.io/pagure
-
-[Service]
-ExecStart=/usr/libexec/pagure-loadjson/pagure_loadjson_server.py
-Type=simple
-User=git
-Group=git
-Restart=on-failure
-
-[Install]
-WantedBy=multi-user.target
diff --git a/pagure-logcom/pagure_logcom.service b/pagure-logcom/pagure_logcom.service
deleted file mode 100644
index 577c775..0000000
--- a/pagure-logcom/pagure_logcom.service
+++ /dev/null
@@ -1,14 +0,0 @@
-[Unit]
-Description=Pagure Logging Commit service
-After=redis.target
-Documentation=https://pagure.io/pagure
-
-[Service]
-ExecStart=/usr/libexec/pagure-logcom/pagure_logcom_server.py
-Type=simple
-User=git
-Group=git
-Restart=on-failure
-
-[Install]
-WantedBy=multi-user.target
diff --git a/pagure-webhook/pagure_webhook.service b/pagure-webhook/pagure_webhook.service
deleted file mode 100644
index e9d0512..0000000
--- a/pagure-webhook/pagure_webhook.service
+++ /dev/null
@@ -1,14 +0,0 @@
-[Unit]
-Description=Pagure WebHook server (Allowing web-hook notifications)
-After=redis.target
-Documentation=https://pagure.io/pagure
-
-[Service]
-ExecStart=/usr/libexec/pagure-webhook/pagure-webhook-server.py
-Type=simple
-User=git
-Group=git
-Restart=on-failure
-
-[Install]
-WantedBy=multi-user.target
diff --git a/pagure/default_config.py b/pagure/default_config.py
index 43a12fe..d28ed40 100644
--- a/pagure/default_config.py
+++ b/pagure/default_config.py
@@ -84,6 +84,11 @@ SHOW_PROJECTS_INDEX = ['repos', 'myrepos', 'myforks']
 GIT_URL_SSH = 'ssh://git@pagure.org/'
 GIT_URL_GIT = 'git://pagure.org/'
 
+# Default queue names for the different services
+WEBHOOK_CELERY_QUEUE = 'pagure_webhook'
+LOGCOM_CELERY_QUEUE = 'pagure_logcom'
+LOADJSON_CELERY_QUEUE = 'pagure_loadjson'
+CI_CELERY_QUEUE = 'pagure_ci'
 
 # Number of items displayed per page
 ITEM_PER_PAGE = 48