A locally compact groupoid is said to have the weak containment property if its full C *-algebra coincide with its reduced one. Although it is now known that this property is strictly weaker than amenability, we show that the two properties are the same under a mild exactness assumption. Then we apply our result to get informations about the corresponding weak containment property for some semigroups.