Exact matching: appropriate for document IDs; insufficient for names - Levenshtein/edit distance: good for typos; poor for transliterations - Phonetic (Soundex, Metaphone): good for English phonetics; limited for non-Latin names - ML-based matching: can learn language-specific similarity patterns wi