Supermarkets regularly advertise food specials to provide information on new products and seasonal products, to induce new customers to the store and to retain old customers by good price/quality relationships. But how important are the purchase of advertised food specials to food shoppers? Do they realize significant savings from buying advertised specials? If advertised specials are not available, how much do consumers lose? These questions are addressed in this article through the use of a Monte Carlu simulation, based on a comprehensive conceptual model of the determinants of unavailability.