The invention provides a ceramic power composition, which comprises 55-95% of alumina and further comprises one or more the following components: 5-35% of feldspar powder, 5-35% of kaolin, 5-25% of zirconia, 1-10% of titanium oxide and 0.5-5% of calcium oxide. The invention further provides ceramic slurry, a ceramic catalyst carrier prepared from the slurry and application of the carrier and the catalyst in a high-viscosity reaction system. The invention overcomes the defects of poor stability, serious inactivation phenomenon, low reaction conversion rate and the like of the traditional catalyst in the reaction of the high-viscosity system, the aperture ratio of the ceramic catalyst carrier is greatly improved compared with the prior art and can even reach a millimeter scale, and meanwhile, the ceramic catalyst carrier can be maintained with higher specific surface area inside, has the properties of uniform pore opening, high porosity, heat and shock resistance, high-temperature resistance and chemical corrosion resistance, as well as excellent mechanical strength and adsorption property, can be maintained with high stability in a reaction process, can improve the conversion rate in the reaction, and is particularly suitable for the high-viscosity reaction system.