Both the camp sites on this website are in larch woods just upstream from the village. It is a splendid place to be but be not fooled – although it is warm to hot here during the day, it can be outrageously cold at night – lay newspaper below your sleeping bag!

http://www.gaf.tm.fr/en/france/campsite/provencecotedazur/hautesalpes/ceillac.php