Does anyone know a book that has the same vibe as the webtoon start catcher?

So, I recently stumbled upon the webtoon star catcher and loved it. I'm currently looking for a book with a similar magical, lighthearted, fluffy atmosphere (also gay romance)- preferably one with celestial references. Unfortunately I am struggling to find one, so perhaps this is a place to look.