The Germans invented the 'blitzkrieg' [flashwar] and might have foreseen the problems around logistics, however the invading armoured divisions easily lost contact with the essentiel fuel tankers wich should follow them.
Weren't the German logistics on the Eastern Front largely based on horse drawn carts?