Multi-forest Active Directory - Cloud environment (AWS free tier, Azure for Students) - CI/CD pipeline (Jenkins, GitLab CI) - Container environment (Docker, Kubernetes) - Monitoring stack (ELK, Splunk free) - C2 infrastructure (Sliver, Mythic)