Given any smooth, suitably small initial data, which decays polynomially at infinity, we prove global regularity for the 3D relativistic massive Vlasov-Maxwell system. In particular, neither the initial density distribution function nor the electromagnetic field is assumed to have a compact support. The compact support type assumption was assumed in all previous results.