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Viral marketing has made marketers focus on the circle of social ties, instead of the usual built attention pipes. Scarcity makes sense if you consider all the information source and their audience, but why care about how the information is spread in the population when you take an individual's point of view? From there, the only scarcity is: who do I know that doesn't know this and would like to learn it from me?
The benefit of social marketing is offering a new angle to people's attention: some news are acceptable, interesting only if you share them — what's the point in knowing this is cool if you are the only one to believe it is? This drives in a new problem: what makes an information acceptable to share? So far, being fun and dorky has proven rather universal, but you need to focus on that level — where scarcity is not defined by anything else then isolated “Have you heard that. . . ?”
That can be hard to measure and certainly in my "breaking news" example the information would be scarce on both a macro and the micro levels.
It can also draw in advertisers who connect with your content, if you write for sites with heavy ad revenue, etc.