Data Center Engineer — Resource Efficiency (Compute Supply)

When to Use

• Measure and improve utilization of racks, kW, and compute (CPU/GPU/memory)
• Forecast compute supply: how many nodes/GPUs needed by quarter
• Find stranded capacity (power allocated but unused, empty U, low CPU%)
• Plan hardware refresh, standard builds, and end-of-life decommission
• Consolidate workloads to free racks or defer capex
• Set power caps and placement rules for efficiency without breaching SLAs
• Report efficiency KPIs to finance, sustainability, and engineering leadership
• Compare efficiency of keeping workloads on-prem vs shifting burst to cloud

When NOT to Use