The disclosure generally describes methods, software, and systems for handling integration flows. A set of flows is initially deployed to a single worker set. A load balancing issue is identified that is associated with initial runtime interactions by workers with the single worker set. In response to identifying the load balancing issue, the load balancing issue is analyzed to determine whether to autoscale or generate a new worker set. Load balancing is performed to initiate at least one new worker set. At least one flow to be moved to the at least one new worker set is identified. Movement of the identified at least one flow from a current worker set to a new worker set is performed.