You need not fear, for if you were an audiophile there is no way you could use Airpods.
Your perceived change in audio quality is more likely to be placebo in the justification of your own platform choices. Spotify high quality is certainly transparent on the equipment you use, as the drivers in those headphones are physically unable to provide enough detail to show any differences between that and lossless.