In today's hyperconnected world, SNS platforms have become essential for our daily lives. Yet, this growth of online interaction poses a novel challenge of cybersecurity threats. From digital assailants seeking to exploit user information to clever cyber deceptions, the terrain is constantly shifting. To ensure a safe and secure online experience,