This work showcases a novel strategy for the synthesis of shape-dependent alloy nanostructures with the incorporation of solid substrates, leading to remarkable enhancements in the electrocatalytic performance. Herein, an aqueous medium approach has been used to synthesize an octahedral Pd X Cu Y alloy of different Pd:Cu ratios to better comprehend their electrocatalytic potential. With the aim to outperform high activity and efficient stability, zirconium oxide (ZrO 2 ), graphene oxide nanosheets (GONs), and hexagonal boron nitride nanosheets (hBNNs) solid substrates are occupied to decorate the optimized Pd 3 Cu 7 catalyst with a minimum 5 wt % metal loading. When compared to the counterparts and different ratios, the Pd 3 Cu 7 @ hBNNs catalyst exhibited an optimal activity for hydrogen evolution reaction (HER). The lower overpotential and Tafel values observed are 64 and 51 mV/dec for Pd 3 Cu 7 @hBNNs followed by Pd 3 Cu 7 @ZrO 2 , which showed a 171 mV overpotential and a 98 mV/dec Tafel value, respectively. Meanwhile, the Pd 3 Cu 7 @GONs were found to have a 202 mV overpotential and a 110 mV/dec Tafel value. The density functional theory, which achieves a lower free energy (ΔG H* ) value for Pd 3 Cu 7 @hBNNs than the other catalysts for HER, further supports its excellent performance in achieving the Volmer−Heyrovsky mechanism path. Moreover, the superior HER activity and sturdier resilience after 8 h of stability may be due to the synergy between the metal atoms, monodisperse decoration, and the coordination effect of the support material.