The bot farm is a profit center, not a cost center. A corrupt 'publisher' (someone who agrees to show ads on their site/in their app) is having the bots bring up their own site, view the ads and install OP's app, which takes, say, $3 from the advertiser and pays, say, $2 to the publisher.
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