"That's a No No" reached number 2 on the BillboardHot Country Singles chart in 1969. It was Anderson's seventh major hit single as a recording artist.[3] It also became a major hit on the Canadian RPM Country Songs chart, reaching number two in 1969.[4] The song was issued on Anderson's 1969 studio album, At Home with Lynn.[2]