Default Music goes quiet on Gmail notification even when in vibrate only mode - any ideas?

Most of the time my phone is in vibrate only mode. When listening to spotify if I have a new gmail notification the music goes quiet for a few seconds and then returns to it's normal volume. Would idealy like to stop this and just have the phone vibrate.

Thanks for any help.