Most scraping pipelines break. Not dramatically, not all at once, but steadily. A site updates its layout, a field shifts position, a column name changes, and suddenly the data your pipeline has been collecting quietly for three months is wrong. Nobody noticed until someone checked. The assumption baked into most scraping tooling is that maintenance is inevitable. You build, it breaks, you fix, repeat. That assumption shapes how teams budget engineering time, how they think a