One of the main challenges is that many characterization techniques require the catalyst to be in a different state than its active form. For instance, many techniques are performed under vacuum or at room temperature, whereas catalysts often operate under high-pressure and high-temperature conditions. This discrepancy can lead to an incomplete understanding of the catalyst's behavior under real reaction conditions.