Graph Neural Networks (GNNs) have shown remarkable performance in various applications.Graph prompt learning has emerged as a powerful GNN training paradigm.Using prompts from sensitive data poses privacy risks.DP-GPL is proposed as a solution for differentially private graph prompt learning to mitigate privacy concerns.