Hadoop is an open-source software framework that provides massive data storage and processing capabilities. It allows for unlimited storage of any type of data and massive parallel processing jobs. Companies like Facebook, LinkedIn, Netflix, Hulu, and eBay use Hadoop for its computing power, ability to store unstructured data quickly and reliably, support for growth, SQL-like querying with Hive, and most importantly, because it is free to use.