Hakea clavata is a lignotuberous spreading or sprawling shrub up to wide and high. Mid-green leaves are thick, flattened, long and narrow long and wide, ending in a hard sharp point. Sometimes club-shaped widening at the apex. The inflorescence has 60–80 white and pink flowers appearing in short racemes in leaf axils and tips of branches. The perianth has a pink claw, grey limbs and white interior. Woody fruit are egg-shaped with the widest part nearer the stem long and wide. Alternatively egg-shaped with the wider section toward the apex, both shapes having two small horns at the back of the fruit. The black-brown seeds have an obliquely obovate shape and a length of. Each seed has a broadwing along one side of seed body.
Coastal hakea is found on the mainland and on some of the islands between Israelite Bay and Esperance and a single population is known at Hopetoun to the west. The range covers southeastern areas of the Southwest Botanical Province. The species grows in rocky sandy clay soils among granite outcrops and withstands salt laden winds.