data-center-compute-supply-efficiency

Guides data center compute supply and resource efficiency—capacity and utilization planning, kW-per-useful-compute metrics, stranded power and rack space, hardware refresh and decommission, power-aware placement, consolidation and right-sizing of physical hosts, GPU/CPU supply alignment with workload demand, and sustainability reporting (PUE, carbon intensity). Use when optimizing on-prem or colo compute footprint, forecasting server/GPU supply, reducing idle capacity, improving DC utilization, or balancing efficiency vs performance SLAs—not for greenfield facility design (data-center-design-execution-lead), K8s deploy/troubleshoot (cluster-deployment-engineer), cloud-only FinOps (infrastructure-engineer scope varies), or LLM token cost programs (ai-token-improvement-plan-engineer), or multi-site investment prioritization and steering (data-center-portfolio-planning-execution-lead), or MW/rack construction delivery (senior-data-center-capacity-delivery-manager). Compute accounting: compute-accounting-manager.