A remarkable property of singular invariants of CM elliptic curves (singular moduli) is that they are algebraic integers. Hence it makes sense to ask, for a fixed set of rational primes S, how many singular moduli are S-units. When the set S is empty, Yu. Bilu, P. Habegger and L. Kühne have answered this question by proving that singular units do not exist. What happens now if we allow S to be a non-empty set of primes? We will discuss this problem and give partial answers.