Inconsistent entity resolution across distributed databases compromises business analytics, breaks faceted catalog searches, and degrades customer relationship management systems. When an enterprise database records Coca-Cola, Coca-Cola Inc., Coca Cola, and coca-cola as distinct entities, automated pipelines treat a single brand as four separate vendors. Implementing robust brand name normalization rules eliminates operational redundancy by establishing…