Simple and fun! I like this type of chill gameplay. I've found that when you are at the bottom and you lose, it says try again but the button takes you to the next level anyway.
As a suggestion, the background could get darker and darker the deeper you go, you could even add glowing elements like bioluminescent fish.
Cool game, congrats!