Apache Spark has revolutionized big data processing with its unified analytics engine, outpacing traditional Hadoop MapReduce through in-memory computation and versatile libraries. This open-source powerhouse handles everything from batch processing to machine learning, becoming indispensable in enterprise data stacks. Its continued evolution addresses scalability challenges while expanding use cases across industries.