Programming mechanisms for data parsing facilitate both clear code specification and efficient execution. Declarative style code can be employed to enable clear and concise specification of data parsing. Further, an efficient parsing approach can be utilized that enables processing of a data structure without first materializing the entire structure to memory. More specifically, streaming and/or selective materialization of portions of data to memory can be employed.