How do people know that their experiment follows a gamma distribution?

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I am currently taking a Probability and Statistics course and learning the gamma function. Problems are usually phrased like "A group of scientists did x experiment and it followed a gamma distribution (...)" but I am wondering how do they know? Especially since the gamma function shape varies a lot depending on the values.