We study compact connected pseudo-Riemannian manifolds (M,g) on which the conformal group Conf(M,g) acts essentially and transitively. We prove, in particular, that if the non-compact semi-simple part of Conf(M,g) is the Möbius group, then (M,g) is conformally flat