A low growing herbaceous shrub, prostrate rosemary plants can be grown throughout USDA Plant Hardiness Zones 8 to 10. The plant only grows to a height of about 2 inches to 1 foot tall (5-30 cm.) and will spread 4 to 8 feet (1-2 m.) if left unchecked.