Prune the weeping cherry right after it flowers in the spring. Remove water sprouts, or limbs that grow upright, and any dead limbs. Trim any branches that touch the ground. Make cuts at a 45 degree angle, about 1/4 inch away from buds. Thin out branches that rub against one another.