in paid user acquisition, unfortunately, the common case is that you run out of ads to buy. So then you have to start buying crappier ads that perform worse, just to get to the next level of revenue.

One of the biggest examples of this is eHarmony, which is rumored to have $100M+ revenue, but terrible margins because they have to plow so much of that money back into advertising.