A mechanism is described for facilitating efficient communication and data processing across clusters of computing machines in a heterogenous computing environment. A method includes detecting a request for processing of data using a programming framework and a programming model; facilitating interfacing between the programming framework and the programming model, wherein interfacing includes merging the programming model into the programming framework, wherein interfacing further includes integrating the programming framework with a distribution framework hosting the programming model; and calling on the distribution framework to schedule processing of a plurality of jobs based on the request.