Changes in abundance across a natural environmental gradient provide important insights into a species’ realized ecological niche. In reef‐building corals, a species’ niche is often defined using its depth range. However, most reef‐building coral species occur over a broad depth range, a fact that is incompatible with the strong zonation found in coral assemblages across depth. We resolve this paradox by modeling the abundance...