Due to the shifts in the music industry, artists and groups are currently looking for creative methods to draw in fans and boost their visibility. Our musicians depend significantly on social media channels, particularly Instagram, to promote their music, engage with fans, and sell products. Nevertheless, the risks of fraudulent engagement have emerged as Fake Likes and followers, which artists utilize to present themselves as universally captivating or successful.