Preventing neonatal cholestasis involves managing risk factors and early detection through newborn screening programs. Pregnant women should receive appropriate prenatal care, including screening for infections like CMV and ensuring adequate nutrition. Genetic counseling may be recommended for families with a history of inherited liver diseases.