No, purchases are linked to your AppleID. So is the Cloud Sync functionality. If you want to sync with your band mates, you can export a song in a format that includes all settings, lyrics and audio files. In the song list enter edit mode, select one or more songs and tap on the share button.
You can also create a full backup file and restore that on the other devices for initial setup.