Introduction: From Data Scarcity to Data Abundance in E-commerce In the dynamic world of e-commerce, staying ahead requires more than just offering great products; it demands a deep understanding of market trends, competitor strategies, and customer preferences. Web scraping, the automated process of extracting data from websites, has emerged as a powerful tool for gaining