The remainder of this paper is organized as follows. Sec- tion II describes the proposed data analytics workflow frame- work in terms of its architecture, process flow, and resource provisioning. Section III presents the case study of an event recognition system supported by our framework and discusses about the observations and analysis that we have obtained, followed by a conclusion.