Parsnips, also known as pastinaca sativa, are like carrots in their physical appearance; however, they both differ in color. Carrots are orange or dark red in color, while parsnips have a pale yellow color and a strong flavor. They are mainly grown in cold regions as they require frost to develop their flavor. Sandy or mixed soil is ideal for their growth.