FFMpeg is at the core of tons of multimedia utilities, but the utility itself doesn't have the ability to convert multiple files at once. Thankfully, FFMpeg is scriptable, and you can easily set something up quickly with Bash.
This is a companion discussion topic for the original entry at https://linuxconfig.org/how-to-batch-convert-music-files-with-ffmpeg