A load distribution for data units received by a particular packet inspection device that is part of a collection of packet inspection devices is determined, where the packet inspection devices in the collection are to examine content of corresponding received data units. For corresponding data units received by the particular packet inspection device, the determined load distribution favors keeping the corresponding data units at the particular packet inspection device. Based on metric information regarding utilization of at least the particular packet inspection device, the load distribution is dynamically modified.