In today's fast-paced digital age, business directories have undergone a remarkable transformation. Originally, these directories served as local listing tools, assisting consumers find services in their nearby vicinity. However, as commerce expanded beyond physical boundaries, the significance of business directories evolved, transitioning from hardcopy yellow pages to advanced online databases