And I'm sure there is some reason we didn't, some rando guy on the internet in 2021 just didn't think that up. But I've never heard a reason why.
Naval bombardments alone never worked on small islands in the Pacific. D-Day’s five invasion beaches comprised a lot of geography. The Allies did not want to telegraph the landing sites.