Cypher Query Language (CQL) is the primary language for querying graph databases, known for its simplicity and expressive power that allows users to navigate complex graph structures elegantly. It is predominantly used with Neo4j, a leading graph database, to facilitate efficient data retrieval and manipulation through pattern-matching techniques unique to graph database systems.