Cluster scheduling is a methodology used to efficiently allocate computational resources in a cluster of computers to handle multiple tasks, optimizing for performance, resource utilization, and job completion time. It plays a critical role in high-performance computing and data centers by deploying sophisticated algorithms to manage job queues while minimizing latency and maximizing throughput.