A method, system, and computer program for dynamically adjusting the workload of an active resource associated with at least one parent workload group. The parent workload group includes a collection of workload units, with each associated to a key identifier such that workload units belonging to the parent workload group share an identical sequence of values at a specified depth value of the key identifier. The active resource independently determines whether an overload condition exists. If an overload condition exists, the depth value of the parent workload group is increased. The active resource may also consolidate a workload group if an under-load condition exists. Dynamically adjusting the workload of an active resource can be used as part of a method or system to dynamically adjust the workload of a distributed computing application across a dynamically varying set of active resources, and subsequently redirecting entities to the dynamically changing target resource.