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SUPERSEDE (SUpporting evolution and adaptation of PERsonalized Software by Exploiting contextual Data and End-user feedback) is a European H2020 project (n. 644018), funded under the theme ICT-09-2014 (Tools and Methods for Software Development). The SUPERSEDE project proposes a feedback-driven approach for software life cycle management, with the ultimate purpose of improving users’ quality of experience. Decisions on software evolution and runtime adaptation will be made upon analysis of end-user feedback and large amount of data monitored from the context. An integrated platform will articulate the methods and tools produced in the project. The project will provide a new solution framework for software evolution and adaptation for data-intensive applications. Use cases have been identified for different data-intensive application domains: energy consumption, sport event webcasting.