Gain bandwidth plot of an opamp
We're clearly not talking about ideal opamps here, which have infinite gain and infinite bandwidth, among other properties.

The G-BW product is a constant for any real opamp that has a dominant pole, and it only applies above the frequency associated with that pole.

Below that frequency, the opamp has some finite maximum gain dictated by  the limitations of the devices used in its internal circuitry.