diff --git a/.github/workflows/ce-deploy-test-drupal8.yml b/.github/workflows/ce-deploy-test-drupal8.yml
index ec9909a9..5ebfebfa 100644
--- a/.github/workflows/ce-deploy-test-drupal8.yml
+++ b/.github/workflows/ce-deploy-test-drupal8.yml
@@ -29,7 +29,7 @@ jobs:
           sudo mv ./mkcert /usr/local/bin && cd ../
           sudo chmod +x /usr/local/bin/mkcert
           rm -Rf mkcert
-          curl -sL https://raw.githubusercontent.com/codeenigma/ce-dev/1.x/install.sh | /bin/sh -s -- linux
+          curl -sL https://raw.githubusercontent.com/codeenigma/ce-dev/2.x/install.sh | /bin/sh -s -- --platform linux
 
       # Uses the ce-dev stack to run a test Drupal deploy
       - name: Run a test ce-dev deploy with Drupal 8
diff --git a/.github/workflows/ce-deploy-test-drupal9.yml b/.github/workflows/ce-deploy-test-drupal9.yml
index afaaca7a..c16bff5f 100644
--- a/.github/workflows/ce-deploy-test-drupal9.yml
+++ b/.github/workflows/ce-deploy-test-drupal9.yml
@@ -29,7 +29,7 @@ jobs:
           sudo mv ./mkcert /usr/local/bin && cd ../
           sudo chmod +x /usr/local/bin/mkcert
           rm -Rf mkcert
-          curl -sL https://raw.githubusercontent.com/codeenigma/ce-dev/1.x/install.sh | /bin/sh -s -- linux
+          curl -sL https://raw.githubusercontent.com/codeenigma/ce-dev/2.x/install.sh | /bin/sh -s -- --platform linux
 
       # Uses the ce-dev stack to run a test Drupal deploy
       - name: Run a test ce-dev deploy with Drupal 9
diff --git a/ce-dev/ce-dev.compose.yml b/ce-dev/ce-dev.compose.yml
index c7ff7a0e..742eb550 100644
--- a/ce-dev/ce-dev.compose.yml
+++ b/ce-dev/ce-dev.compose.yml
@@ -11,6 +11,8 @@ services:
     x-ce_dev: {}
     volumes:
       - ../:/home/ce-dev/ce-deploy
+    platform: linux/amd64
+    cgroup: host
   web:
     image: codeenigma/ce-dev-1.x
     x-ce_dev:
@@ -21,7 +23,11 @@ services:
       - 443
     volumes:
       - ../ce-dev/build/:/home/ce-dev/deploy/live.local:delegated
+    platform: linux/amd64
+    cgroup: host
   db:
     image: mariadb
     environment:
       MYSQL_ROOT_PASSWORD: ce-dev
+    platform: linux/amd64
+    cgroup: host
diff --git a/roles/_exit/tasks/main.yml b/roles/_exit/tasks/main.yml
index 640f3a18..981986e0 100644
--- a/roles/_exit/tasks/main.yml
+++ b/roles/_exit/tasks/main.yml
@@ -4,6 +4,7 @@
   ansible.builtin.command: >
     aws autoscaling resume-processes --auto-scaling-group-name {{ aws_asg.name }} --region {{ aws_asg.region }}
   delegate_to: localhost
+  run_once: true
   when:
     - aws_asg.name is defined
     - aws_asg.name | length > 0
diff --git a/roles/_init/tasks/main.yml b/roles/_init/tasks/main.yml
index 6f0cd830..445655c5 100644
--- a/roles/_init/tasks/main.yml
+++ b/roles/_init/tasks/main.yml
@@ -160,6 +160,7 @@
   ansible.builtin.command: >
     aws autoscaling suspend-processes --auto-scaling-group-name {{ aws_asg.name }} --scaling-processes {{ aws_asg.suspend_processes }} --region {{ aws_asg.region }}
   delegate_to: localhost
+  run_once: true
   when:
     - aws_asg.name is defined
     - aws_asg.name | length > 0
diff --git a/roles/deploy_code/tasks/cleanup.yml b/roles/deploy_code/tasks/cleanup.yml
index 449c1103..8d0d25b7 100644
--- a/roles/deploy_code/tasks/cleanup.yml
+++ b/roles/deploy_code/tasks/cleanup.yml
@@ -84,6 +84,7 @@
       ansible.builtin.stat:
         path: "{{ build_base_path }}/deploy.sqsh"
       register: _deploy_code_mount_image
+      run_once: true
 
     - name: Copy previous SquashFS image to shared mount point in case of rollback.
       ansible.builtin.copy:
diff --git a/roles/npm/tasks/main.yml b/roles/npm/tasks/main.yml
index 09487313..eacba6c2 100644
--- a/roles/npm/tasks/main.yml
+++ b/roles/npm/tasks/main.yml
@@ -1,6 +1,6 @@
 ---
 - name: Perform NPM steps.
-  command:
+  ansible.builtin.command:
     cmd: "{{ npm.executor }} {{ npm_command }}"
     chdir: "{{ npm.working_dir }}"
   with_items: "{{ npm.commands }}"
@@ -9,7 +9,7 @@
   when: deploy_operation == 'deploy'
 
 - name: Generate additional templates.
-  template:
+  ansible.builtin.template:
     src: "{{ template.src }}"
     dest: "{{ deploy_path }}/{{ template.dest }}"
   with_items: "{{ npm.templates }}"
@@ -20,7 +20,7 @@
     - deploy_operation == 'deploy'
 
 - name: Create additional symlinks.
-  file:
+  ansible.builtin.file:
     src: "{{ link.src }}"
     dest: "{{ deploy_path }}/{{ link.dest }}"
     state: link
@@ -30,4 +30,4 @@
     loop_var: link
   when:
     - npm.symlinks | length
-    - deploy_operation == 'deploy'
\ No newline at end of file
+    - deploy_operation == 'deploy'
diff --git a/roles/sync/database_sync/database_sync-mysql/tasks/sync.yml b/roles/sync/database_sync/database_sync-mysql/tasks/sync.yml
index 6b9d7dcd..ec36623b 100644
--- a/roles/sync/database_sync/database_sync-mysql/tasks/sync.yml
+++ b/roles/sync/database_sync/database_sync-mysql/tasks/sync.yml
@@ -98,7 +98,7 @@
       - not database.source.fresh_db
 
   - name: Register source database host.
-    set_fact:
+    ansible.builtin.set_fact:
       mysql_sync_source_database_host: "{{ mysql_host_info_grep.stdout.split('=')[1] }}"
     when:
       - not database.source.fresh_db