Choose a smaller file format such as MP3, AAC, or OGG
Lower the bitrate
Reduce the sample rate
Convert stereo to mono
Trim unnecessary silence or unused sections
Use an audio editor or compressor tool
Export with a smaller file size preset
Remove extra metadata if needed
Re-encode the file with compression settings
Save a copy instead of overwriting the original