E-commerce Insights: Winning at Paid Search ’07

8. Use contextual advertising with caution. Contextual advertising (AdSense, Yahoo! Publisher Network, etc.) performs poorly for many catalogers. First, these potential customers are viewers, not searchers, and therefore are less qualified prospects. Second, an overwhelming majority of click fraud occurs on the content networks.