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Introspection is the prerequisite of an autonomic behavior, the first step towards a performance improvement and a resource-usage optimization for largescale distributed systems. In grid environments, the task of observing the application behavior is assigned to monitoring systems. However, most of them are designed to provide general resource information and do not consider specific information for higher-level services. More specifically, in the context of data-intensive applications, adoi:10.1109/cisis.2010.37 dblp:conf/cisis/Carpen-AmarieCCAB10 fatcat:fyblpout2bda5c6vn5c6yucyey