Provided are a method and apparatus for generating a pileup file from a reference-based compression file. The method includes receiving a reference-based compression file comprising a plurality of pieces of read data that are compressed, partially decompressing the plurality of pieces of read data to acquire a differential string associated with the plurality of pieces of read data, and generating the pileup file by decoding the differential string based on a plurality of conversion rules.