Retrieving data records from a database is provided. A query is received by a database access API requesting a number of data records stored in the database. A parallel batch processor is created for data transmittal, and the parallel batch processor is returned to a client program. A next data record responsive to the query is requested, and the next data record is removed from a list of records. The next data record is then provided from the parallel batch processor to the client program.