To keep music fans and industry pros ahead of the curve, we built a pipeline to scrape, clean, and analyze Spotify’s 2024 song chart data. The system automatically collected weekly chart updates, processed key stats (streams, artist performance, genre trends), and visualized the results for easy interpretation. This project not only showcased emerging hits but also provided insights for labels, artists, and listeners on what’s trending in real time.