Mixed types in one column
Numbers stored as text break sorting and sums. Dates stored as text break timelines.
Capitalization drift
Company names with random casing make grouping impossible. Title-case or uppercase consistently per your standard.
Hidden characters
Non-breaking spaces and trailing tabs from copy-paste cause false mismatches. Trim all text fields.
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