Feline kobuvirus (FeKoV), feline astrovirus (FeAstV), feline bufavirus (FeBuV), and feline rotavirus (FRV) are important pathogens for gastroenteritis, which is characterized by vomiting, diarrhea, and dehydration. Four pairs of primers and probes were designed to target the FeKoV VP1, FeAstV ORF2, FeBuV VP2, and FRV NSP4 genes, and a quadruplex real-time quantitative RT-PCR (RT-qPCR) assay capable of the simultaneous detection of four feline enteroviruses was developed after optimization of reaction conditions. The established quadruplex RT-qPCR assay showed high specificity, sensitivity, and reproducibility. The assay could detect and discriminate FeKoV, FeAstV, FeBuV, and FRV, but not other feline-related pathogens. The limits of detection (LODs) of FeKoV, FeAstV, FeBuV, and FRV were 109.761, 115.834, 125.481, and 113.875 copies/reaction, respectively. The intra- and inter-assay coefficients of variation (CV) were 0.15–1.61% and 0.15–1.59%, respectively. In all, 1869 clinical samples from Guangxi province in Southern China were tested using the developed assay, and the positivity rates of FeKoV, FeAstV, FeBuV, and FRV were 1.93%, 9.36%, 0.32%, and 0.75%, respectively. These samples were also tested using reference assays, and the coincidence rates of the results between the developed and reference methods were 99.63% (FeKoV), 98.72% (FeAstV), 100% (FeBuV), and 100% (FRV), respectively. The results indicated that the developed assay could provide a new detection method for these four viruses associated with feline gastroenteritis.