In today's hyperconnected world, SNS platforms have become integral to our daily lives. Yet, this explosion of online interaction poses a novel challenge of cybersecurity threats. From malicious actors seeking to steal sensitive credentials to clever cyber deceptions, the landscape is constantly transforming. To ensure a safe and defensible online