Methods, articles of manufacture and systems for managing execution of workflows. One embodiment provides a computer-implemented method for managing execution of a data driven multi-step workflow. The method includes receiving input data for a step of the workflow and performing the step of the workflow on the input data to obtain a result set. Then, at least one rule is applied to the result set for determining whether one or more associated conditions are satisfied. The at least one rule defines the one or more associated conditions and an associated process. If the one or more associated conditions are satisfied, the associated process is performed on the result set.