Click Fraud Defense

I research and document practical approaches to reducing click fraud exposure in Google Ads search campaigns — campaign configuration, monitoring methods, credit request procedures, and analysis techniques for traffic that automated filters do not catch. Guidance is updated as tactics and platform behavior change.