Hadoop is an open-source framework for large volume data storage and analysis, widely used by companies like Yahoo, Google, and Twitter. It features components like HDFS for distributed file storage, MapReduce for processing data through parallel computation, and is cost-effective due to its use of commodity hardware. Key benefits include fast data processing, scalability, and resilience against network failures through data replication.