Understanding the dynamic evolution of heterogeneous catalysts is crucial yet challenging. This work uncovers the transformation of amorphous PtIn clusters into ultrafine Pt3In intermetallics, driven by propylene during propane dehydrogenation, highlighting the pivotal role of product-induced changes in revealing the true active sites.