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Cloud Computing resources are handled through control interfaces. It is through these interfaces that the new machine images can be added, existing ones can be modified, and instances can be started or ceased. Effectively, a successful attack on a Cloud control interface grants the attacker a complete power over the victim's account, with all the stored data included.
Somorovsky et al. (Fri,) studied this question.