In one embodiment, a method includes generating a first query requesting a data structure of a specific data type, retrieving the data structure of the specific data type from one or more hierarchical graphs using the first query, retrieving one or more data items from the hierarchical graphs using the data structure, and validating the retrieved data items by determining whether the data structure corresponds to the retrieved data items.