We talk about L^p-boundedness of the covariant Riesz transform on differential forms for a class of non-compact weighted Riemannian manifolds. As an application, the Calderón–Zygmund inequality for p>1 on weighted manifolds is derived under the curvature-dimension condition as hypothesis.