Techniques are disclosed for processing records using virtual memory mapping. An input file is virtually divided into a fragments based on memory mapping. Execution threads are started and assigned to each of the fragments. The execution threads process the fragments in parallel and each of the execution threads generates an output file. The output files generated by each of the execution threads are merged to create a final output file.