Blackberry bushes require a balanced blend of nutrients to thrive. A fertilizer that is high in nitrogen, phosphorus, and potassium is ideal for blackberry bushes. You can use a slow-release fertilizer that provides these nutrients over an extended period. It's important to read the label carefully and follow the instructions to avoid over-fertilizing, which can cause yellowing of the leaves.