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Notes -
I think asking the question with the word "need" is likely to lead to confusion. Instead, note that as long as the marginal benefit of adding one more developer is larger than the amount it costs to do so, they will keep on hiring, and so the key is to look at what those marginal developers are doing.
Large organizations have non-obvious advantages of scale. This can combine with the advantages of scale that companies have to produce surprising results.
Let's say you have a company with a billion users and a revenue model with net revenue of $0.25 / user / year, and only 50 employees (like a spherical-cow version of WhatsApp in 2015). Let's further say that it costs $250,000 / year to hire someone.
The questions that you will be asking include
At a billion $0.25 / year users, and let's say $250k / year to hire a person, that person would only have to do one of
Realistically you will instead try to do 100+x each of these with teams of 100+ people, and keep hiring as long as those teams keep wanting more people. But those are the sorts of places to look.
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