Distributed systems improve scalability by allowing resources and workloads to be spread across multiple nodes or machines. This architecture can handle an increase in demand without significant performance degradation, as additional nodes can be added to share the load. By distributing tasks and data, these systems can also provide fault tolerance and high availability, as the failure of one node does not compromise the entire system, enhancing resilience and efficiency.