S.S.
You are really nice to worry about this so much. My thoughts are that you need to give them as much notice as possible. They need to start looking for someone new. Having said that you also need to be aware that they may opt to find someone before the new baby comes so that the transitions are not all at once for the older child. they may want to "break in" the new nanny with the older child before new baby comes.