CouchDB is a document-oriented NoSQL database that uses JavaScript for querying. It stores data as JSON documents without a predefined schema and uses MapReduce functions for queries. Documents can be inserted and queried via a REST API. Views allow querying documents by indexing them with keys generated by map functions. Queries run against views to search indexed keys in various ways.