Parsnips and potatoes have distinct flavors despite some similarities in texture when cooked. Parsnips have a sweeter, more complex flavor profile compared to potatoes. While both vegetables can be used similarly in cooking and might have a mildly creamy texture when cooked, parsnips offer a unique taste with their sweet, nutty essence, distinct from the taste of potatoes.