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There is no such thing as "auto-scaling".

You can only "auto-scale" something that is horizontally scalable and trivially depends on on the number of incoming requests. I.e., "a shitty web-app". (A well designed web-app doesn't need to be "auto-scaled" because you can serve the world from three modern servers. StackOverflow only uses nine and has done so for years.)

As an obvious example, no database can be "auto-scaled". Neither can numeric methods.

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If you think StackOverflow is the epitome of scale, then your view of the world is somewhat limited. I worked for a flash sale site in 2008 that had to handle 3 million users, all trying to connect to your site simultaneously to buy a minimal supply of inventory. After 15 minutes of peak scale, traffic will scale back down by 80-90%. I am pretty sure StackOverflow never had to deal with such a problem.

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