Here are some things we (large group of adults) did when we rented a place together for a week in St. Remy.
Boulliabasse lunch in Marseilles.
Streets of Aix, plus visit to Cezanne studio.
Walk in Luberon Hills (Foret des Cedres), with dinner in Lacoste (hill town).
Sites in the Sorge valley, including Fontaine de Vaucluse and its Resistance Museum.
Magnificent Pont du Garde in Uzes, near Nimes.
Les Baux
Roman antiquities: Arles arene and temple, Orange theater, St Remy Glanum.
Other things too but these were highlights.
We could not have seen nearly as much without renting a car. I know this is not your plan but I strongly recommend it. With such a large group, surley someone can drive. Maybe even 2 cars.