Due to the complex operating conditions of high-speed trains, higher speed usually causes more serious wear on the bearing raceways. Therefore, a hardened layer with higher hardness and deeper depth is required to protect the normal operation of bearings under high-cycle cycles. By adopting deeper strengthening technology, this study focuses on the influence of hardened layer depth on rolling contact fatigue performance to guide engineering practice.