Buffalo milk is valued for its rich flavor and high nutrition. However, the lag in genetic research has limited the utilization of buffalo lactation traits. This study found that ESR1 (estrogen receptor alpha) supports cell growth and health, enhances milk fat and protein production, and reduces cell damage. This work offers new insights for breeding and management to improve milk yield and quality, supporting more sustainable dairy production for farmers and consumers globally.