Serverless computing offers significant cost savings for optimized applications, relying on usage-based pricing. However, it faces challenges like cold start latency and memory management, particularly in Java functions. Effective strategies include optimizing heap usage, minimizing memory wastage, and configuring resources to ensure performance while preventing leaks and inefficiencies.