Proficient with AWS (or other cloud platforms), Kubernetes, and Docker. Skilled in Infrastructure as Code (Terraform, Ansible, or Pulumi). Strong scripting abilities in Python, Bash, or similar languages. Experience with CI/CD systems such as GitHub Actions, Jenkins, or CircleCI. Knowledge of networking, identity management, and cloud security best practices. Familiarity with GPU-based infrastructure and support for ML/AI workloads.