In 2024, Instagram continues to be a powerhouse for personal branding, businesses, and influencers alike, especially in regions like the United Arab Emirates (UAE), where social media is highly integrated into daily life. Instagram comments, a crucial engagement metric, have a significant role in how the algorithm promotes content, and in how users