I only recently started taking music theory/analysis seriously (after having been a no-theory knowing mfer even after decades of playing instruments) and it has been incredibly rewarding! I've got a long way to go (my goal is to be able to play songs by ear without needing to sit down and do analysis or trial-and-error), but it's been so exciting to start seeing how songs are put together and finding similarities between songs that I never realized were there.