1. A computer-implemented method comprising: generating a first query requesting a data structure of a specific data type; retrieving, using the first query, the data structure of the specific data type from one or more hierarchical graphs; retrieving, using the data structure, the one or more data items from the hierarchical graphs; and validating the retrieved data items by determining whether each of the retrieved data items corresponds to the data structure.