The best time to prune blueberry bushes is in late winter. Established blueberry bushes can also be pruned in early spring. This annual pruning typically starts about three years after planting. Young plants do not need to be pruned annually. That said, always remove stems or branches that are dead, damaged, or diseased as soon as they are observed (no matter what time of year).