What is the most common vegetable to be grown in a backyard garden? July 17, 2023 by That would be the tomato! In fact, 9 out of 10 gardeners grow tomatoes each year. Big Boy, Beef Steak, and Roma are the top varieties you’ll find in your neighbors’ yards.