Will suppressing pixels on bot sessions hurt my campaign's machine learning?

Direct Answer: No, it should help by keeping fake conversion signals out of your ad platform. Smart Bidding and Advantage+ algorithms then optimize only for clean human conversions instead of bot lookalikes. BotRefund does this without changing your campaign setup.

Direct Answer: BotRefund’s script is designed to add zero milliseconds to the critical rendering path. It runs after the page has loaded and does not block images, fonts, or stylesheets. This ensures your Core Web Vitals remain unchanged.

Direct Answer: They can produce unusual signals, but that does not mean the visit is a bot. BotRefund accounts for privacy tools, travel, corporate networks, and unusual devices. A single unexpected behavior is not enough to flag someone. The tool cross-checks other signals before...