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Data linkage involves bringing together information from two different records based on matching variables to determine if they belong to the same person. If all matching variables agree, the link is likely correct. If none agree, they are unlikely to belong to the same person. Challenges arise when some variables agree and some disagree, requiring further intervention to determine if they are a true match.