.H 1 pzip Fixed length record data is often viewed as a waste of space, too sparse for production use. Much effort is then put into optimizing the data schema, and in the process complicating the data interface. .B pzip shows that in many cases this view of fixed length data is wrong. In fact, variable length data may become more compressible when converted to a sparse, fixed length format. Intense semantic schema analysis can be replaced by an automated record partition, resulting in compression space improvements of 2 to 10 times and decompression speed improvements of 2 to 3 times over .B gzip for a large class of data.