Burkholderia gladioli and Burkholderia glumae are two of the main pathogens associated with bacterial panicle blight, a major disease of rice worldwide. Here, we present complete and nearly complete genome assemblies of three B. glumae and four B. gladioli strains isolated from rice collected in the Mekong Delta area.