Fan wall is the most cost-effective centralized air cooling scheme for large-scale AI training/inference data centers with dense GPU rows. It balances ultra-high heat dissipation capacity, remarkable energy savings, simple mass deployment and centralized easy maintenance. For super high-density GPU racks exceeding 70 kW, pairing fan wall with chip-level cold plate liquid cooling forms the optimal hybrid thermal management architecture for large AI compute parks.