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Large websites like facebook use their own servers, so the best way to deal with large data is to have a local server not terminal, so you can do maintenance and deal with the data smoothly. This is the answer to most of your questions, and about the books, I hope someone help you with this cause I don't know what's the best books for teaching this things.
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