To be fair they've got to draw a line somewhere, imagine the madness it would cause if you could cancel things that had been picked, packed and moved to their dispatch area whether they were about to be loaded onto the couriers van then or not.
order picking at an amazon warehouse takes more than 15 minutes and they aren't picking items one at a time they could easily cancel it


