Systems and methods are disclosed for computing network operations. For example, methods may include identifying one or more partial matches between a value associated with a configuration item and a value associated with one or more computing resource types from a set of computing resource types; forming a search query based on the one or more partial matches; invoking a search of one or more information sources using the search query to obtain ranked search results; selecting one computing resource type from the set of computing resource types based on a ranking of the search results; and updating the configuration item to associate the configuration item with the selected computing resource type.