Here's a scenario most businesses recognize immediately: two top executives, the same organization, the same inquiry, and two distinct responses. One pulled from the BI tool. One from a spreadsheet someone built three years ago. Both swear their number is right.
That moment, right there, is what analytics engineering exists to prevent.