Hadoop is an open-source framework that allows for storing large data sets across clusters of commodity hardware. It has key components like HDFS for storage and MapReduce for processing. Hadoop provides features like scalability, fault tolerance, and easy aggregation of results through its distributed file system and ability to automatically handle failures. Many large companies use Hadoop to make sense of big data from a wide range of sources.