Given a metric measure space (X, d, m) that satisfies the Riemannian Curvature Dimension condition, RCD * (K, N ), and a compact subgroup of isometries G ≤ Iso(X) we prove that there exists a G−invariant measure, mG, equivalent to m such that (X, d, mG) is still a RCD * (K, N ) space. We also obtain some applications to Lie group actions on RCD * (K, N ) spaces. We look at homogeneous spaces, symmetric spaces and obtain dimensional gaps for closed subgroups of isometries.