Containerization and orchestration (Docker, Kubernetes) Version control (Git, GitHub, GitLab) Scripting and automation (Python, Bash, PowerShell) Observability tools (Prometheus, Grafana, ELK, Datadog) Cloud networking, IAM, and security controls Agile and DevOps best practices