MongoDB is a scalable, document-oriented database that stores data in BSON format and allows for horizontal scaling. It provides flexibility through unstructured documents and supports features like replication, sharding, and MapReduce to enable high performance, availability, and scalability. The document discusses how to install and use MongoDB with PHP for basic CRUD operations and more advanced features.