Microsoft plans to triple its data center capacity to 38 gigawatts by 2032, driving demand across the AI infrastructure supply chain. Companies like Nvidia, Soitec, and Penguin are positioned to benefit from accelerating orders for chips, photonic components, and memory solutions used in hyperscale data centers.