I. Introduction The e-commerce sector has seen growth on an unprecedented scale in recent years, fueled by growth in digital marketplaces, mobile commerce, and changing consumer expectations. While competition deepens and acquisition prices escalate, customer retention has become more precious than ever. Companies are now turning their attention from transactional sales to long-term relationships, understanding that success is not merely about finding buyers—but retaining the