Regular pruning can help a bougainvillea to grow thicker. Cutting back branches while the plant is young will help to encourage bushier growth from the base. Pruning stems just above a node will cause branching and two or three new stems are likely to emerge. Cutting back a shoot in spring to around a third of its length will encourage new shoots that can fill bare patches.