Yes Aquilegia / Columbine like to grow in gravelly soil, indeed the best way to get the seed to germinate is first rub it gentle between two sheets of fine sandpaper. This creates little grooves in the casing making it it easier for it to absorb water and germinate. This is why you often find it in cracks, it's the rubbing of the seed case - taught to me by my grandfather xx years ago.