This review paper focuses on the effects of operating parameters such as temperature, load, and vibrations on the life of bearings in horizontal milling machines. Bearings are critical components that facilitate smooth rotational motion, and their performance directly affects the efficiency and precision of milling operations. This paper discusses the methodologies employed to analyze bearing monitoring, presents findings related to various influencing factors, and emphasizes the importance of tribological properties in maintaining bearing integrity.