In 2020, chronic kidney disease has become one of the top 10 causes of death in the world. More and more evidence shows that proper exercise rehabilitation is beneficial to the health of patients with chronic kidney disease, which can improve the survival rate and slow down the decline of renal function. However, existing studies have significant differences in form, intensity, duration, and specific implementation methods of sports rehabilitation, which need to be further standardized and unified. This article introduces the impact of exercise rehabilitation on patients with chronic kidney disease and the clinical application of Chinese traditional exercises in patients with chronic kidney disease, and mainly discusses the application experience of exercise rehabilitation characterized by “Three-in-one Taiji” in the Department of Nephrology of West China Hospital of Sichuan University. It aims to provide a basis for the model innovation of integrated management of chronic kidney disease in China.