In today's intensely saturated marketplace, securing lasting customer loyalty is paramount for any thriving B2C business. Leveraging data-driven insights offers a potent avenue to interpret customer behavior and preferences, consequently empowering brands to personalize their interactions and offer truly meaningful experiences. By deploying sophist