Every ad network uses different macros. This is the reference for 74 networks’ tokens, mapped to one normalized parameter set so you can attribute and judge every visit Valid or Invalid no matter where the traffic comes from.
Which tokens pinpoint bot publishers & placements, per network →Illustrative example — what these tokens roll up to: one invalid share per source, worst first.
A campaign-level invalid rate tells you something is wrong; it doesn’t tell you what to cut. Bots and click farms concentrate on specific publishers, placements and widget zones — the sub-sources you actually buy inside a network. Creative- and ad-level dimensions describe what the ad looked like, which says nothing about whether a click was human. Each card below names the breakdown its network’s tokens allow.
ValidVisit generates them and judges each visit — bots, server-farm traffic, invalid clicks — Valid or Invalid.
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