Deceptive material across spam websites has grown into one increasing issue in today’s internet landscape. Such sites are deliberately built to mislead people, distribute false claims, as well as manipulate visitors into accidentally performing steps that could endanger their protection. Many spam pages employ deceptive methods including fake al