Social commerce in the North American market has shifted from an experimental channel to a core retail mechanism. Traditional search-based e-commerce relies heavily on high-intent query flows where consumers seek specific stock keeping units (SKUs). Modern video-first platforms invert this discovery funnel. Content algorithms push tailored product recommendations directly to users based on real-time engagement data, creating impulse-driven purchase loops within a single appli