Bimetallic oxide catalysts derived from zeolitic imidazolate frameworks (ZIFs) have good catalytic oxidation activity, but their application is limited because the powder is not conducive to industrial production. In this study, CoCeOx/cordierite monolithic catalysts derived from ZIFs were prepared by a simple impregnation method. Firstly, a phase transition of Co‐ZIF was induced in ethanol solution by adding excessive Ce(NO3)3. Subsequently, tannic acid (TA) was used to chelate excess metal on the surface to expose more active sites. Meanwhile, TA staying on the surface of the precursor could also prevent the accumulation of Ce at high temperatures. After the activity test, CoCeOx/cordierite showed excellent activity for the catalytic oxidation of o‐xylene with a T90 of 295 °C. The mechanical stability of the catalyst was also tested by ultrasonic vibration method. In addition, we investigated the influence of factors such as impregnation cycles and TA treatment time on the physical and chemical properties. This paper provides a new idea for preparing monolithic catalysts derived from ZIFs.