By controlling the structure and composition of Pt-based nanoalloys, the ethanol oxidation reaction (EOR) performances of Pt alloy catalysts can be effectively improved. Herein, we successfully synthesis sub-10 nm PdNi@PtNi nanoparticles (PdNi@PtNi NPs) with a core–shell structure by a one-pot method. The sub 10 nm core–shell nanoparticles possess more effective atoms and exhibit a synergistic effect which can lead to a shift in the d-band center and alter binding energies toward adsorbates. Due to the synergistic effect and unique core–shell structure, the PdNi@PtNi NP catalysts exhibit excellent electrocatalytic performance for ethanol oxidation reactions in alkaline, achieving 9.30 times more mass activity and 7.05 times more specific activity that of the state-of-the-art Pt/C catalysts. Moreover, the stability of PdNi@PtNi NPs was also greatly improved over PtNi nanoparticles, PtPd nanoparticles, and commercial Pt/C. This strategy provides a new idea for improving the electrocatalytic performance of Pt-based catalysts for EORs.

The conversion of CO₂ into high-value fuels, particularly methanol, represents a promising pathway for closing the carbon cycle and storing intermittent solar energy. While significant progress has been made in photocatalyst development, the transition from laboratory scale to industrial application remains hindered by low quantum efficiency and mass transfer limitations. This review systematically examines the state-of-the-art in photocatalytic CO₂ reduction, with a specific focus on methanol production. Unlike previous reviews that isolate catalyst materials from reactor engineering, this paper bridges the gap between intrinsic catalytic mechanisms and macroscopic reactor design. We first elucidate the reaction pathways favoring methanol selectivity over competing products such as CO and CH₄. Subsequently, we critically analyze optimization strategies for metal-based, metal-free, and MOF catalysts, emphasizing defect engineering and heterojunction construction. Crucially, the evolution of photoreactors is discussed in depth, highlighting the distinct mechanistic and mass-transfer challenges between liquid-phase and gas-phase reaction systems. Furthermore, we evaluate advanced engineering strategies, ranging from concentrated solar irradiation with precise thermal management to optofluidic microreactors, demonstrating how they overcome traditional photon flux limitations and multiphase mass transfer resistance. Finally, we propose a roadmap for future research, advocating for the integrated design of catalyst-reactor systems and the exploration of photo-thermal/electro-coupled technologies.