Choose the right data-cleaning workflow

Start by profiling the file, then fix one issue class at a time and validate the before-and-after impact. Avoid bulk changes that silently alter identifiers, dates, categories, or row counts.

Find independent tools and workflows for duplicates, missing values, mixed dates, inconsistent categories, whitespace, types, and spreadsheet structure.