Google narrowed developer access to its web-search tools in January, while Cloudflare documented broader controls for blocking or challenging AI crawlers. Together, those changes have made ai web scraping more constrained at both the search layer and the site-access layer.

The squeeze is practical, not abstract. Google’s changes affect how...