A self-created six-row CSV demonstration of agreed cleanup rules, original record preservation, and an explicit QA status. The article includes before-and-after data and a Python example: all six rows remain, while ambiguous duplicate emails and missing values are left for review. This is fictional data, not a client delivery or a customer success story. It does not certify CRM compatibility or guarantee import success. The image shows the published technical article.