Web scraping vs web crawling comes down to one thing: crawling discovers pages; scraping extracts data from them. One manages a URL frontier. The other manages a data pipeline. Pick wrong and you build the wrong system.

This matters more now than two years ago. Automated bot traffic hit 51% of all web traffic in 2024 (Imperva 2025 Bad Bot...