Lactic acid bacteria have been used as feed additives for a long history, for their abilities of preventing diarrhea, and improving gut microbiota balance and immunomodulatory activities, as well as improving of feed conversion efficiency. Although lactic acid bacteria possess many benefits toward farm animals, it has been speculated that their properties could be further improved through the genetic modification. Examples of such genetically modified lactic acid bacteria include those which produce cytokines, hormones, allergens, antigens, single chain variable fragments, and digestive enzymes. The genetically modified lactic acid bacteria are highly expected to be used in the fields of biomedicine, animal science, and food science in the near future.