Pecan and walnut are what is different?

They are closely related and in recipes they are nearly interchangeable. Walnuts have a little 'bitterness' to them, which I think is nicer in something sweet like brownies or candy. Pecans are traditional for pralines, because they grow all through the South. And pecan pie. But you can do both of those with walnuts also.