Consumers researching products for the purposes of making purchasing decisions frequently visit online shopping portals sites. These sites such as Google Product Search1, Bing Shopping2 or Yahoo! Shopping3 aggregate many types of content for the consumer: editorial and user reviews, buying guides, and price comparison tools.