A network-based imaging and deployment pipeline built for a school lab environment. A Windows golden image was created and deployed across lab machines over the network using PXE boot and Windows Deployment Services (WDS). WinPE was used to image individual machines, and physical machine states were captured and migrated into Proxmox as virtual machines, allowing the lab to transition from physical to virtualised infrastructure.