diff --git a/roles/celery/tasks/setup_supervisor.yml b/roles/celery/tasks/setup_supervisor.yml
index 4f67fc64..0e886e8b 100644
--- a/roles/celery/tasks/setup_supervisor.yml
+++ b/roles/celery/tasks/setup_supervisor.yml
@@ -1,7 +1,14 @@
 ---
 
 - name: Ensure the Supervisor service is running
-  service: name=supervisor state=started enabled=yes
+  service:
+    name: supervisor
+    state: started
+    enabled: yes
+    # TODO: This is likely due to a bug in Ansible.
+    # Remove this line in the future.
+    # See https://github.com/ansible/ansible/issues/75005
+    use: sysvinit
 
 - name: Create the Supervisor config file for {{ celery_application_name }}
   template: src=supervisor_{{ celery_application_name }}.conf.j2
diff --git a/roles/db/tasks/main.yml b/roles/db/tasks/main.yml
index 5f7a8b16..08c56207 100644
--- a/roles/db/tasks/main.yml
+++ b/roles/db/tasks/main.yml
@@ -23,7 +23,14 @@
   tags: packages
 
 - name: Ensure the PostgreSQL service is running
-  service: name=postgresql state=started enabled=yes
+  service:
+    name: postgresql
+    state: started
+    enabled: yes
+    # TODO: This is likely due to a bug in Ansible.
+    # Remove this line in the future.
+    # See https://github.com/ansible/ansible/issues/75005
+    use: sysvinit
 
 - name: Ensure database is created
   become: true
diff --git a/roles/memcached/tasks/main.yml b/roles/memcached/tasks/main.yml
index d3789b86..2f3e7962 100644
--- a/roles/memcached/tasks/main.yml
+++ b/roles/memcached/tasks/main.yml
@@ -13,4 +13,11 @@
     - restart memcached
 
 - name: Ensure the Memcached service is running
-  service: name=memcached state=started enabled=yes
+  service:
+    name: memcached
+    state: started
+    enabled: yes
+    # TODO: This is likely due to a bug in Ansible.
+    # Remove this line in the future.
+    # See https://github.com/ansible/ansible/issues/75005
+    use: sysvinit
diff --git a/roles/nginx/tasks/main.yml b/roles/nginx/tasks/main.yml
index c4702def..9acbd042 100644
--- a/roles/nginx/tasks/main.yml
+++ b/roles/nginx/tasks/main.yml
@@ -35,4 +35,11 @@
   notify: reload nginx
 
 - name: Ensure Nginx service is started
-  service: name=nginx state=started enabled=yes
+  service:
+    name: nginx
+    state: started
+    enabled: yes
+    # TODO: This is likely due to a bug in Ansible.
+    # Remove this line in the future.
+    # See https://github.com/ansible/ansible/issues/75005
+    use: sysvinit
diff --git a/roles/rabbitmq/handlers/main.yml b/roles/rabbitmq/handlers/main.yml
index bcee0b50..4e6adfcd 100644
--- a/roles/rabbitmq/handlers/main.yml
+++ b/roles/rabbitmq/handlers/main.yml
@@ -1,4 +1,6 @@
 ---
 
 - name: restart rabbitmq-server
-  service: name=rabbitmq-server state=restarted
+  service:
+    name: rabbitmq-server
+    state: restarted
diff --git a/roles/rabbitmq/tasks/main.yml b/roles/rabbitmq/tasks/main.yml
index dabb6d10..a7c2dd02 100644
--- a/roles/rabbitmq/tasks/main.yml
+++ b/roles/rabbitmq/tasks/main.yml
@@ -33,6 +33,10 @@
     name: rabbitmq-server
     state: started
     enabled: true
+    # TODO: This is likely due to a bug in Ansible.
+    # Remove this line in the future.
+    # See https://github.com/ansible/ansible/issues/75005
+    use: sysvinit
 
 - name: Enable the RabbitMQ Management Console
   rabbitmq_plugin: names=rabbitmq_management state=enabled
diff --git a/roles/web/tasks/setup_supervisor.yml b/roles/web/tasks/setup_supervisor.yml
index 5735371e..2a2b40d5 100644
--- a/roles/web/tasks/setup_supervisor.yml
+++ b/roles/web/tasks/setup_supervisor.yml
@@ -1,7 +1,14 @@
 ---
 
 - name: Ensure the Supervisor service is running
-  service: name=supervisor state=started enabled=yes
+  service:
+    name: supervisor
+    state: started
+    enabled: yes
+    # TODO: This is likely due to a bug in Ansible.
+    # Remove this line in the future.
+    # See https://github.com/ansible/ansible/issues/75005
+    use: sysvinit
 
 - name: Create the Supervisor config file
   template: src=supervisor_config.j2