Java garbage collectors are essential for optimizing application performance by managing memory efficiently in JVM-based systems. With advancements in containers and distributed architectures, collectors like G1, ZGC, and Shenandoah ensure predictable pauses and scalability. Choosing and tuning the right garbage collector according to workload characteristics is crucial for enhancing latency and throughput, promoting system stability.