Why do complicated things when something simple already works pretty well? Your thinking that just because something is possible it will be done is not very close to the practical reality in the trenches. Because something is possible it might be done if resources are there. If not, best effort, done.
All of this analysis is expensive, so don’t expect it all to be done.
Theory A: He wasn't shopping for faucets at all, he's just a bot following links and who had recently visited a faucet portal page.
Theory B: He searched, found a faucet he liked and bought it.
Theory C: He searched, then installed Ghostery, and is still in the market for a faucet.
All are possible, but one of them sounds a lot more likely than the other two to my ears.
Advertising to someone who you have reason to believe is going to buy your product is much more effective than advertising to an unknown person.
Totally depends on the product and the person you are marketing to. Marketing hammers to carpenters makes sense: they use many different types, and presumably go through them quickly. Marketing faucets to regular folks is a dumb thing to do. A faucet is something you buy once in a blue moon.