Social media and consumer behavior are intrinsically linked as social media platforms serve as both a driver of peer influence [1] and a primary channel for digital marketing [2]. Research consistently explores this intersection, noting that social media usage directly shapes consumer loyalty [3] and necessitates adaptive marketing strategies to address evolving consumer patterns {fact:2, fact:5, fact:7}.