Because it is not just a random number. e is a special number which seems to be an intrinsic property of the universe. Just like pi and c and i, e is related to fundamental properties of the way things work in our universe and in which matter, force, energy and space relate to each other. They are all connected to each other in special ways which are described by the laws of physics.
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