Introduction In today’s data-driven world, accessing reliable and up-to-date business information is essential for effective market analysis. Platforms like Yellow Pages and Yelp are rich with valuable business data, from contact details and locations to reviews and customer insights. Leveraging tools such as Yellow Pages Scraper and Yelp Data Scra