AUTONOMIC APPLICATION SERVICE FRAMEWORK

The present invention provides a Learn. Map, Measure and Assure (LEMMA) framework deployed as multi-cloud platform. The LEMMA framework comprises a learn module configured to receive a service level agreement, convert the service level agreement to a service level objective, refine the service level objective and store the service level objective in machine-readable record, and a map module configured to determine a list of available resources via a service broker. The service broker is configured to select a best priced resources from a list of available resources that matches with the machine-readable service level objective. A measure module configured to generate monitored data by continuously monitoring the allocated best priced resources. An assure module configured to perform iterative refinement of the machine-readable service level objective in response to comparison of the machine-readable service level objective with the monitored data and transmit the refined service level objective to the service broker.