Cody Johnson is a country music success story. His triumphs are all the more impressive when you consider that he self-published his first six albums without the backing of a record label.

Although loving the spotlight, Johnson explained what mattered most to him in the song “Dirt Cheap.” Instead of riches and fame, the country singer seemed to cherish the simpler life that featured ...