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The topic of Federated Clouds has been in discussion for several years. However, practice today sees very little federation across large infrastructure providers. One of the biggest causes of this loitering is insufficient understanding of how to share responsibility across data centers, providers, and so on. This study shows that understanding cloud performance at such a large scale is a crucial part of information support in federated clouds. Topics like cloud performance measurement and modeling, as well as several practical ongoing projects and works in progress are also discussed.