My guess is not every port can supply bunker fuel. It prob makes sense to load up when the ship is near a refinery and then make several trips before refueling.

> My guess is not every port can supply bunker fuel.

You can bunker anywhere, even at sea if you're willing to pay. Ships have large tanks to allow for economically advantageous bunkering at cheap and low-tax ports.