High thermal stability of Bi2Te3-based thermoelectric devices is critically limited by interfacial degradation. Here, we demonstrate a gradient Ni-based composite film (crystalline Ni/amorphous NiCoCrMoTiAl alloy/crystalline Ni), fabricated via magnetron sputtering with power-gradient modulation, as an effective barrier layer of Bi2Te3 thermoelectric modules. Among them, the inner-layer Ni enhances bonding strength via chemical bonding, while the outer-layer Ni facilitates the formation of a sound welding interface through its wetting property; the high-entropy amorphous intermediate layer eliminates grain boundaries and diffusion pathways, thereby suppressing interfacial reactions among Bi2Te3, electrodes, and solders. The design combines low-temperature deposition (preserving thermoelectric properties), high film density (minimizing interface resistance), and strong chemical bonding (enhancing adhesion). It enables us to achieve a shear strength of 11.9 MPa and interface resistance of 4.25 μΩ·cm2 for p-type Bi2Te3, a shear strength of 10.1 MPa and interface resistance of 5.45 μΩ·cm2 for n-type Bi2Te3. This approach provides a scalable solution for long-term thermoelectric modules.