Spam remains a ongoing annoyance across the internet, relentlessly bombarding email inboxes and overwhelming online forums. This unwanted digital mail frequently takes the form of advertisements, phishing attempts, or malware distribution, presenting a major danger to individuals and businesses too. Despite persistent efforts by internet providers