Synergistic removal of nitrogen oxides (NO x ) and particulate matter (PM) can be achieved using multifunctional catalytic membranes. In this work, CePO 4 nanorods were loaded on the pore surfaces of SiC membranes to construct the CePO 4 /SiC-X catalytic membranes. The stacked nanorod structure of the CePO 4 catalyst layer facilitates the diffusion of gases to the catalyst surface during reactions. Owing to the high specific surface area, rich surface acidity, and strong redox capacity, the CePO 4 /SiC-400 catalytic membrane exhibits the best ammonia-selective catalytic reduction (NH 3 −SCR) denitration activity, achieving >90% NO conversion at a temperature of 250−380 °C and negligible N 2 O byproduct. In addition, the CePO 4 /SiC-400 catalytic membrane demonstrates excellent H 2 O and SO 2 resistance. The performance of dust filtration and simultaneous dust filtration and denitration at 250−350 °C proposed that the dust rejection efficiency reached more than 99% at various conditions, and the dust filtration process did not affect the NH 3 −SCR performance of the CePO 4 /SiC-400 catalytic membrane. From the above results, the CePO 4 /SiC-400 catalytic membrane presents a broad application prospect in the simultaneous dust removal and denitration of hightemperature flue gas.