Distributed task queues allow work to be distributed across multiple worker processes or threads to increase throughput and avoid bottlenecks. Tasks placed on the queue can be processed asynchronously and out of order to maximize parallelism. Common uses of task queues include processing long-running jobs, distributing work across clusters for scalability, and handling short-lived tasks like requests in web applications.