This research project examines the impact of social media advertising on online purchasing decisions, specifically focusing on Amazon as a case study. It analyzes user behavior on platforms like Facebook and explores how features such as reviews and comments shape consumer choices. The study aims to understand the role of social media in driving sales and influencing customer perceptions of Amazon's products and services.