In a web crawler, a URL selection module selects URLs for pages to be downloaded. The URL selection module accesses an interaction data store that stores interaction data for web pages, including interaction data that indicates human interactions with the pages. To reduce the effects of link farms, the URL selection module filters the URLs to select only those URLs that have human interaction histories and provides the selected URLs to a download module for web page downloading.