Novel Ni-doped TaN (Ni-Ta-N) films are deposited by remote plasma-enhanced atomic layer deposition (ALD) with pentakis(dimethylamino)tantalum, nickelocene, and NH3 precursors for Cu diffusion barriers. Various Ni-Ta-N films with different compositions are achieved by changing the deposition cycles (n) of Ni sublayer while fixing the deposition cycles of TaN sublayer at 2. As n increases from 1 to 6, the root-mean-square roughness of the deposited film increases from 0.150 to 0.527 nm, and the resistivity decreases from 0.18 to 1.1 × 10−2 Ω cm. After annealing at 400 °C for 30 min in the forming gas (N2/H2), these films still maintain an amorphous texture and demonstrate a negligible reduction of resistivity and a weak increase of density. Subsequently, the barrier effects of the Ni-Ta-N films with different compositions are compared against Cu diffusion after annealing. The results reveal that the Ni-Ta-N films with n ≤ 4 exhibit barrier effects comparable with the ALD TaN film even after annealing at 550 °C. Further, a 3 nm ultrathin Ni-Ta-N film with n = 4, corresponding to an addition of ∼22 at. % Ni to TaN, cannot only reduce the film resistivity by 78% but also effectively block Cu diffusion after annealing at 450 °C for 30 min.