Introduction* Provide an overview of the significance of Thai Swamp Buffalo farming in Thailand and its contribution to smallholder livelihoods.* Introduce the key challenges faced by smallholder buffalo farmers related to production efficiency and growth performance.* Highlight the central role of genetic evaluation and selective breeding in improving buffalo productivity and sustainability.