“…The quest for a comprehensive understanding of SMSIs entails delving into their chemical nature and catalytic mechanisms, a long-standing challenge in the field. Cutting-edge in situ / operando characterization techniques, including electron microscopy (e.g., HRTEM, STEM, ETEM) and spectroscopy techniques (e.g., XPS, UPS, EXAFS, XRD, FT-IR, HS-LEIS, EPR, Raman) and temperature-programmed desorption and reduction experiments, combined with DFT calculations, have been utilized to decipher the chemical nature and the underlying catalytic mechanisms of SMSIs. ,,− For example, the extent and direction of electron transfer can be identified via in situ X-ray photoelectron spectroscopy (XPS) and in situ X-ray absorption near-edge structure spectroscopy, coupled with in situ CO-DRIFTS. , The alteration of the metal d band center has been investigated using ultraviolet photoelectron spectroscopy (UPS) combined with DFT calculations, revealing substantial electronic perturbations at the interface. , …”