Peynier is a commune of 2,900 people ( 2005 ) . It is found in the Provence-Alpes-C Ã te d'Azur region in the Bouches-du-Rh Ã ne department in the south of France . Peynier is a commune in the Bouches-du-Rh Ã ne department in southern France .