Cloud platforms and services (e.g., AWS, Azure, or Google Cloud)
Containerization tools such as Docker
CI/CD principles and tools such as Jenkins or GitLab CI
Infrastructure as Code concepts and tools like Terraform
Linux or Unix-based system administration
Scripting in Python, Shell, or a similar language
Basic monitoring and logging tools (e.g., Prometheus, Grafana)
Configuration management tools such as Ansible