When data arrives broken, the pipeline pays for it. Here's how to fix it upstream.

Writing on the real problems inside structured datasets — mixed date & time formats, inconsistent null tokens, column types that only look correct, and spreadsheet exports that break quietly. Each article covers a specific normalization problem and how to resolve it before it reaches your analytics, database, or any workflow.