There's not enough humans on earth to generate the quantities of ad impressions
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Two points:
a) Online ads are a shit sandwich for the advertisers from the points of view of quality and features. They only tolerate it because TV and print ads are dying as a medium.
b) Statistics and probability theory are used to filter the shit and connect online advertising to real-world metrics. It's a cost of doing business but it's a problem easily solvable by classical mathematics.
What happens if they are not really all that competent? Or at least not that competent all the time.
Do the ad networks make more or less money as a result of their incompetency?
I wonder if the ad industry is a version of that: advertisers pay a lot of money and that money flows to overpaid programmers (us) making the latest JavaScript framework to, who knows what "world-critical" function.
Hollywood also has the strange accounting that most of a movie's profits is spent in advertising it, i.e. the money flows into the studio's subsidiary that pockets the money and spends a fraction of it to print and put up posters. I wonder if these subsidiaries are in tax havens...
The SSP I used to work for had 150ish DSPs attached, of course not all of them received bid requests for a given incoming impression, no point sending a banner bid req to someone only interested in video.
But yeah, bid requests are more of a function of auction participants rather than unique impressions.
And we all know how ad infested websites can be these days, if you have say 10 ad spaces on a page, and 100 DSPs want to bid, you're looking at up to 1000 bid requests generated from a single page view.
(OpenRTB has support for sending multiple impressions in a request, but when I was there, very few of our DSPs had implemented it).
As long as business is willing to throw big bucks at online advertising, there will be people looking to tap into the money stream and siphon it off. And by most accounts, they are pretty successful at it.
In most of the world, ad fraud is not even illegal. It's like the perfect crime --- zero risk, all reward.
Instead of trying to prevent the fraud, the ad brokers running the auctions and networks are accused of being one of the participants. This is part of the multi-state antitrust case filed against Google.