Thread dumps are essential for finding performance issues in Java applications, like slow response times or high CPU usage. They give detailed snapshots of running threads, showing their states and stack traces. Helpful tips for analyzing thread dumps include spotting bottlenecks, deadlocks, and too many idle threads, all of which are useful for solving performance problems effectively.