Retail chains across the world are confronting the twin challenges of aggressive competition and declining sales. As a result, most marketing initiatives are designed around the existing customers’ anticipated needs, motivations and personalities. However, an effective program should baseline observed behavior such as customer’s shopping trail, purchase basket, customer profile, channel mix, and preferences to recommend the right products to the right customer at the right time.