Most data collection problems do not announce themselves. A field returns the wrong value. A column silently pulls from the wrong section of the page. A pipeline runs without errors but the output is unusable. By the time the issue surfaces, the damage is already in the dataset. This post walks through the specific points where unstructured data collection breaks, and explains what a structured approach actually does differently at each stage. Breakdown 1: Capturing data from