Traditional web scraping pipelines rely heavily on brittle, hand-crafted rules – CSS selectors, XPath queries, and regular expressions – that tend to break as soon as a website’s layout or DOM structure changes. With the rapid evolution of front-end frameworks, A/B testing, and personalized content, these brittle approaches impose high maintenance costs and limit scalability.