With the global shift to renewable energy sources, there has been growing interest in biodiesel, which is a more environmentally and economically sustainable alternative to fossil fuels. Nevertheless, conventional catalytic materials currently used in biodiesel production processes are faced with efficiency, stability, soap formation, and environmental problems. Thus, this paper gives a scientific review of functional nanomaterial catalysts which aim to improve biodiesel production and, at the s