The Middle East and Africa region has shown impressive growth due to the rapid expansion of the retail sector and the increasing adoption of digital solutions. The rise of e-commerce, particularly in the Gulf countries, has necessitated advanced forecasting and replenishment systems to manage supply chain complexities.