Google Cloud Platform (GCP) – hands-on experience; certifications preferred Site Reliability Engineering (SRE) Dynatrace – instrumentation, dashboards, SLO-based alerting Terraform – Infrastructure as Code (modular, maintainable) CI/CD – Jenkins/Azure/DevOps/github Kubernetes – production cluster administration DevOps – automation, toil reduction Scripting – Python, Groovy, BASH, PowerShell Cloud Security, Networking & APIs Incident Management & Troubleshooting