The surface structure of a catalyst is crucial because catalytic reactions predominantly occur on the surface. The arrangement of atoms on different crystallographic planes can lead to variations in surface energy, number of active sites, and the way reactants adsorb and interact with the surface. These factors collectively determine the efficiency and specificity of the catalytic process.