In the vast expanse of the internet, spam websites proliferate, presenting a unique challenge for web users, businesses, and regulatory bodies alike. This observational research aims to dissect the characteristics, operational mechanisms, and impact of spam websites, a phenomenon that has evolved significantly over the past decade. Spam websites are defined as low-quality, misleading, or fraudulent sites created predominantly to generate monetary gain through deceptive practices. ...