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What is entity matching, and why is it so challenging?
Entity matching connects fragmented records that refer to the same real-world person or company across different systems. The challenge is complex: names vary slightly (“Acme Inc” vs “Acme Corp”), data is often incomplete, and distinguishing between similar entities requires context. Traditional systems rely on exact field matching but struggle when basic information is ambiguous, leading to expensive manual review processes.