> Functions in Haskell including Prelude can throw exceptions which is not reflected in the type signature of the function. That is an effect that makes seemingly pure functions impure.

No, bottom, or _|_, is an inhabitant of every lifted type. An exception is bottom. So the / function is still pure even though it can throw a divide-by-zero exception.