In quantum networks, entanglement purification is required to ensure that the E2E fidelity of the entanglement connections can support quantum applications reliably. Here, the authors explore the purification resource scheduling problem from a network-level perspective by jointly optimizing purification and resource allocation processes to maximize the throughput under the fidelity requirement.