What tools do you use to run playbooks or roles?

• Ansible CLI (manual command line execution).
• Ansible Tower/AWX (web interface, scheduling, access management, integrations).
• Jenkins/GitLab CI/GitHub Actions (CI/CD pipelines for automation and integration).
• Custom scripts (Bash, Python) invoking ansible-playbook.
• Molecule (for testing Ansible roles and playbooks).

Example of running via CLI:

# Run playbook on the production host group
ansible-playbook -i inventory/production site.yml --limit production

Example of running via Jenkinsfile:

pipeline {
    agent any
    stages {
        stage('Run Playbook') {
            steps {
                sh 'ansible-playbook -i inventory/staging deploy.yml'
            }
        }
    }
}