A small tree native to Japan, weeping cherry trees (Prunus subhirtella) grow in U.S. Department of Agriculture plant hardiness zones 5 through 8. They grow up to 40 feet tall and wide, but many varieties stay under 20 feet. Although not difficult to care for, weeping cherries have some specific needs that you must meet to get the most out of the tree.