Disclosed herein is a method and apparatus for hardware-accelerating various data quality checking operations. Incoming data streams can be processed with respect to a plurality of data quality check operations using offload engines (e.g., reconfigurable logic such as field programmable gate arrays (FPGAs)). Accelerated data quality checking can be highly advantageous for use in connection with Extract, Transfer, and Load (ETL) systems.