Data normalization in database management involves structuring data to reduce redundancy and improve integrity. It entails organizing data into tables, ensuring that each table contains data about a specific topic while eliminating duplicate entries. Normalization follows defined normal forms, which provide guidelines on how to arrange the data efficiently. The primary benefits are enhanced data consistency, streamlined database management, and improved query performance, ultimately leading to a robust and scalable database structure.