Late Night Alumni emerged from the San Francisco indie pop scene, crafting a sound defined by lush harmonies and introspective melodies. "It's All The Same To Me" stands as a quintessential example of their early work, blending dreamy textures with a driving rhythm that captures the band's signature emotional resonance. The track reflects the group's ability to balance melancholic undertones with an infectious energy, a hallmark of their discography. While the song operates within the broader context of their catalog, it remains a distinct song point for listeners exploring their unique take on modern indie pop. The recording showcases the band's collaborative songwriting and polished production style, solidifying their place within the genre's landscape.