[QUESTION] Why all estimators should be fitted to training data only?

Page 45 says:
>As will all estimators, it is important to fit scalers to the training data only: never use `fit()` or `fit_transform()` for anything else than training set.

Could you please explain why it is important and what happens if this recommendation is not followed?