Spotify for Artists is a platform designed to empower musicians by offering tools to manage their music, analyze audience behavior, and promote their brand. At first glance, it seemed intuitive that artists directly manage their profiles. However, deeper research revealed a different story: only agencies or labels representing artists have access to this platform, not individual artists themselves. This discovery reshaped the direction and depth of the research, making the journey both challenging and rewarding.