In this paper, an overview of today's status and progress, as well as tomorrow's challenges and trends, in the field of advanced nonvolatile memories based on discrete traps is given. In particular, unique features of silicon nanocrystal and SONOS memories will be illustrated through original recent data. The main potentials and main issues of these technologies as candidates to push further the scaling limits of conventional floating-gate Flash devices will be evaluated.