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Chess Records issued the song as Rogers debut single for the label, backed with "Ludella". Although it did not reach the singles charts, "That's All Right" became immediately popular with Chicago blues musicians. It also cemented Rogers' relationship with Leonard Chess, leading to his nine-year association with Chess Records. Jimmy Rogers performed the song throughout his career, recording additional studio and live versions of the song.