You have a flat file or a table. You need metrics. So you write some joins, add aggregations, and ship it -> Nothing wrong with that, It works. But as data grows and questions multiply, that approach starts to crack. To illustrate a more sustainable path, I'll use an airports dataset — 19,793 records, 27 columns mixing GPS coordinates, facility codes, and certification details. Typical messy sourc