As to the original question, I imagine it is the bit that actually makes the sound. I had one on an oven timer that after ten years would be quiet one day and too loud the next. But it did outlive the rest of the oven, so it may not be about to die altogether..
If that is it I expect the only fix is to replace the unit. I don't know how difficult or expensive that might be though.