The continuous growth of Li dendrites and volumetric deformation of Li severely impede the commercial application of Li metal anodes. To regulate Li stripping/plating, electrodeposition or magnetron sputtering is extensively utilized to fabricate lithiophilic‐metal deposited 3D Li hosts. However, the binding force between lithiophilic‐metal and host is weak, inevitably leading to numerous cracks/defects of lithiophilic‐surface‐layer during Li plating/stripping. Herein, a quasi‐gradient (Cu‐Cu3Sn‐Sn‐SnO2) 3D skeleton consisting of hierarchical Sn/SnO2 composite metallurgically bonded to copper foam through Cu3Sn alloy (LAD‐SSC@CF) is designed, and prepared in one‐step by a nanosecond‐pulsed‐laser‐assisted deposition strategy. The homogeneous Li nucleation sites provided by Li22Sn5 formed by the reaction of Sn/SnO2 with Li can inhibit Li dendrites growth. Meanwhile, the porous space and strong bonding of Cu3Sn layer avoid structural deterioration of anodes. Consequently, a symmetric cell based on LAD‐SSC@CF@Li exhibits an outstanding cycling stability of 1500 h at 1 mA cm−2. In particular, a full cell with LiFePO4 cathode provides good capacity retention of 81.3% at 5 C after 600 cycles. Moreover, the successful preparation of other composite materials (In, Zn, Sn‐Bi, etc.) loading on various substrates (Kapton film, ceramic, copper foil, etc.) demonstrates the versatility of pulsed‐laser‐assisted deposition strategy for preparing battery materials.