One embodiment of the present invention provides a switch. The switch comprises a plurality of ports, a link management module, a forwarding module, and a link adaptation module. The link management module operates at least two ports of the plurality of ports of the switch to form a link aggregation. This link aggregation operates as a single logical channel. The forwarding module determines an egress port for a packet among the ports participating in the link aggregation based on a distribution policy. The link adaptation module detects an imbalance of the respective link utilizations among links of the link aggregation based on one or more imbalance criteria, and applies one or more corrective actions to the distribution policy.