We've created open-source security analytics [1] that some organizations use for click fraud detection.
The numbers that Google Ads shows as invalid clicks is dramatically different from what our platform detects.
In our cases, most fraudulent clicks come from mobile devices and mobile networks. Also, bots don't load page resources in full, making them easier to detect.
If your organization is struggling with fraud click detection, don't hesitate to reach out by email. We are ready to help.
The numbers that Google Ads shows as invalid clicks is dramatically different from what our platform detects.
In our cases, most fraudulent clicks come from mobile devices and mobile networks. Also, bots don't load page resources in full, making them easier to detect.
If your organization is struggling with fraud click detection, don't hesitate to reach out by email. We are ready to help.
1. https://github.com/TirrenoTechnologies/tirreno