To prevent excess moisture, you can sprinkle a little salt on the sliced zucchini and let it sit for a few minutes. Then, gently squeeze out any released water before layering it in the crockpot. Additionally, avoid overcrowding the crockpot, as this can trap steam and result in a watery casserole.