Gluconobacter oxydans strain DSM 2003 can efficiently produce some industrially important building blocks, such as (R)-lactic acid and (R)-2-hydroxybutyric acid. Here, we present a 2.94-Mb assembly of its genome sequence, which might provide further insights into the molecular mechanism of its biocatalysis in order to further improve its biotechnological applications.