Spam links sneak their way in the extensive electronic landscape, causing chaos amidst the smooth stream of knowledge and putting the credibility of online encounters in danger. Google’s Penguin Algorithm update was initial released in 2012 to crack down on spammy link setting up practices. And subsequent updates (like the 2022 link spam update)