This video shows how to replace the battery in an Apple AirTag.
Link to the Energizer CR2032 from Amazon:
https://amzn.to/47vfFNX
I started getting a low battery warning for my AirTag that said "Low Battery Some features aren't available" Replacing the battery is easy, requires no tools, and can be done using the steps I show in the video.