One of the main challenges in understanding MSIs is the complexity of the interactions, which can vary depending on the type of metal, the support material, and the reaction conditions. Advanced characterization techniques such as X-ray photoelectron spectroscopy (XPS), transmission electron microscopy (TEM), and Fourier-transform infrared spectroscopy (FTIR) are often required to study these interactions in detail.