A data pipeline system includes a binary data extractor to receive a data portion identifier, extract a portion of a binary data item based on the data portion identifier; and output the portion of the binary data item. A data iterator provides a first data portion identifier to the binary data extractor, receives, from the binary data extractor, a first portion of the binary data item, determines a second data portion identifier, provides the second data portion identifier to the binary data extractor, receives, from the binary data extractor, a second portion of the binary data item, and outputs the second portion of the binary data item. A data converter receives, from the data iterator, the second portion of the binary data item; and transforms, based on a data format specification, at least the second portion of the binary data item for processing by components of the data pipeline system.