Recognizing modern marketplace dynamics through extensive consumer observations and tactical understanding. The retail setting continues to evolve at an unprecedented pace, driven by technological advancements and changing social norms. Understanding customer preferences entails state-of-the-art data-driven approaches that consider the multifacet