The growing dependence on digital systems has heightened the risks posed by cybersecurity threats. This paper proposes a new method for detecting malicious webpages among several adversary activities. As shown in previous studies. malicious URL detection performance is significantly affected by the learning dataset features. https://knifejoyers.shop/product-category/gift-cards/