A comprehensive exploration of performance optimization techniques employed by large-scale technology companies such as Google, Netflix, Amazon, and Uber. The article discusses why performance engineering matters at web scale, common Java performance challenges (like garbage collection and response latency), and practical approaches used in high-load systems to maximize throughput and minimize latency in modern distributed environments.