A new type of foundation structure called CFG pile plate composite structure is being used in high speed railway construction to strengthen soft foundations. Through experiments on the Harbin-Dalian railway site, it has been shown that this structure can reduce uneven settlement and adjust stress distribution in the soil. The article focuses on the construction process and quality control measures, providing guidance for treating soft foundations in passenger railway projects.