Systems and methods are provided for managing workloads across multiple resources in a distributed computing system. A data traffic flow between a source device and each of a plurality of target devices within the distributed computing system is monitored. A load state of each of the plurality of target devices is determined based on the monitored data traffic flow. Upon detecting a resource constraint for at least one of the plurality of target devices, at least a portion of the data traffic flow between the source device and the resource-constrained target device is adjusted such that the device operates at a reduced load state. The data traffic flow to the particular target device may be readjusted so as to restore its load state to a default or predetermined operating level once the resource constrained has been resolved.