Category: Uncategorized

Bot traffic is no longer just about obvious crawlers. Modern automation can look remarkably similar to a real user. Here are a few facts that explain why bot detection has become a much harder problem. 1. Not all bots are bad Search engines, monitoring services, security scanners and other legitimate systems use bots every day.…

Traditional bot detection starts with simple questions: These signals are useful, but sophisticated bots can imitate many of them. A bot can use Chrome, run JavaScript, maintain cookies, use a residential IP and even generate a realistic browser fingerprint. At that point, one question becomes more important: How does this visitor actually behave? This is…

IP addresses and User-Agent strings are useful for detecting bots, but they are no longer enough. A sophisticated bot can use a residential proxy, rotate IP addresses, and pretend to be a normal Chrome browser. From the server’s perspective, the request can look almost identical to a real user. This is where browser fingerprinting becomes…

Digital advertising depends on one fundamental assumption: There is a real person on the other side of the impression or click. When that assumption breaks, the entire advertising ecosystem starts to lose value. Advertisers pay for impressions and clicks that may never have been seen or intentionally generated by a human. Publishers may receive revenue…