This project involves the Instagram Chat Analysis for Star Fabrics, aimed at identifying key factors influencing customer engagement and sales conversions. The analysis reveals that Late Response and Pricing Issues are the primary reasons affecting customer satisfaction, accounting for a significant portion of interactions. Despite these challenges, the conversion rate from chats to sales is just 4.71%, and 71.09% of customers fall into the Low Engagement category.