NoSQL databases are designed for large data storage needs in distributed databases. Unlike SQL databases, NoSQL databases do not use SQL for queries and are schema-free, horizontally scalable, and fault tolerant. The main categories of NoSQL databases are document oriented, XML based, graph databases, and key-value stores. Major tech companies like Google, Facebook, and Amazon use NoSQL databases like BigTable, Cassandra, and DynamoDB.