Demonstration project using synthetic data, not client work. We cleaned a fictional sales spreadsheet by standardizing dates and labels, removing duplicate rows, and flagging unresolved records. The 252 source rows reconcile to 230 clean records, 12 duplicates and 10 records held for clarification.