Techniques may be used to match records of a batch file to an entity representation in a universal database. Inputs may include, but are not limited to, a batch file and a universal (or other) database. The technique may compare the records of the batch file to the records of the universal database, and may attempt to create matches between the records in the batch file and the entity representations or records in the universal database. One possible output may include one or more tables that include foreign record IDs of the batch file records, each in association with an entity representation of the universal database. The techniques may include a batch style processing of records.