We Built a Bot Detection Engine Because Our Own Marketing Data Was Bad
So here's what happened. We were running campaigns, watching our click metrics climb, feeling pretty good about performance. Then we started digging into where those clicks actually came from. Half of them were bots. Not simple ones either. Headless browsers mimicking human behavior perfectly. Selenium scripts automating clicks at scale. Click farms using mobile devices. Advanced stuff rotating...


The Link Analytics Question
Do people actually trust link analytics anymore? Between bots, privacy tools, and AI crawlers, it feels like click numbers are becoming less reliable. When you run campaigns today, do you trust the click data you see, or do you assume some of it is noise?


