Apache Hadoop is an open-source framework that enables the distributed storage and processing of large datasets across clusters of computers. It provides a scalable, fault-tolerant architecture with components like HDFS for storage and MapReduce for processing, empowering organizations to handle big data efficiently and cost-effectively.