While it is known that entanglement plays a role in learning the properties of unknown physical systems, the detailed quantitative dependence is unclear. Here, the authors investigate the fundamental resources behind quantum advantage in channel learning, revealing that while extensive entanglement is unnecessary, the number of ancilla qubits is crucial.