Deceptive content on malicious pages has now turned into a growing concern within modern digital environment. Many of these websites are intentionally intentionally created to deliberately deceive users, spread misleading data, or fool users into unknowingly taking activities which may harm the user’s safety. Most malicious sites use fraudulent