Web scraping is a potent tool for harvesting valuable data from the vast expanse of the World Wide Web. By automating the process of pulling information from websites, researchers can analyze hidden patterns and manipulate them for a range of applications. From price monitoring and market research to social media analysis, web scraping facilitates