Attach one-step to ground level deck
I wouldn't submerge anything, and ensure that all post holes are filled in concrete and sealed from any water. . With stairs and  raised floors eliminate any source of water to prevent wood rot. With the cost of materials these days  you can't afford a failure due to rot Anywhere!