Barnetby (or Barnetby le Wold) is a village and civil parish in North Lincolnshire, England, between Scunthorpe and Grimsby. According to the 2001 census it had a population of 1,593, although with the introduction of the Keigar Homes estate, it now likely to be significantly higher. Barnetby railway station serves the village and surrounding area. The hamlet of Coskills is in Barnetby parish.