Introducing Intelligent Scenario Lifecycle Management (ISLM) framework that empowers business administrators to perform lifecycle Management operations of machine learning scenarios. ISLM offers harmonized operational experience for embedded ML scenarios (fka PAi Predictive Scenarios) utilizing HANA provided libraries like APL and PAL, as well as side-by-side e.g. deep learning models using SAP Data Intelligence.