This paper proposes a standardized metadata schema to improve the quality and machine-readability of swab site location data in open-source DNA sequence databases used for foodborne pathogen surveillance. The authors demonstrate that digitized metadata can enable quantitative analysis of sampling efforts and pathogen detection.