Hadoop is an open-source framework designed for scalable, distributed storage and processing of massive data sets across clusters of commodity hardware. It uses the Hadoop Distributed File System (HDFS) for storage and MapReduce for data processing, enabling organizations to handle big data efficiently by breaking tasks into smaller parts that run in parallel, making data analysis more accessible and cost-effective.