An international Swiss company is facing a complex inventory-deployment problem where expensive items of different models must be dispatched to wholesalers to finally reach the shops. Perturbations are expected at two levels (namely, production and transportation), and efficient reactions must be implemented to face to these uncertainties. Fast and efficient solution methods are proposed to solve realistic instances.