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Graph databases manage data as graphs, using nodes, edges, and properties to represent entities and relationships. They differ from relational databases by efficiently storing relationships, allowing for easier traversal. The tutorial covers converting graphs to code using tools like Protege, creating schemas, and querying data with SparkSQL in environments like GraphDB.