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In this talk, we explore issues related to performance characterization and evaluation of applications running on metacomputing systems. In particular, we address the selection of performance parameters and the methods to measure or estimate their values. we also focus on the services that a metacomputing system may offer to facilitate the estimation of performance parameters. we will mainly base the discussion on SUMA, a metacomputing system currently under development.