— | — | rowspan="1" align="center" |Hey, Brother, Pour the Wine |- | align="left" | "Watching the World Go By" (B-side of "Standing on the Corner") | 83 | — | — | — | rowspan="4" align="center" | — |- | align="left" | "Lady with the Big Umbrella" | — | — | — | 21 |- | align="left" | "I'm Gonna Steal You Away" | — | — | — | — |- | align="left" | "Mississippi Dreamboat" | — | — | — | — |- | align="left" | "The Look" | — | — | — | — | rowspan="2" align="center" |This Is Dean Martin! |- | align="left" | "I Know I Can't Forget" | — | — | — | — |- | rowspan="6" | 1957 | align="left" | "The Man Who Plays the Mandolino" | — | — | 21 | — | rowspan="1" align="center" |Hey, Brother, Pour the Wine |- | align="left" | "Only Trust Your Heart" | — | — | — | — | rowspan="1" align="center" |Ten Thousand Bedrooms (EP) |- | align="left" | "I Never Had a Chance" | — | — | — | — | rowspan="1" align="center" |The Lush Years |- | align="left" | "Write to Me from Naples" | — | — | — | — | rowspan="2" align="center" |This Is Dean Martin! |- | align="left" | "Promise Her Anything" | — | — | — | — |- | align="left" | "Good Mornin' Life" | — | — | — | — | rowspan="1" align="center" | — |- | rowspan="5" | 1958 | align="left" | "Return to Me" | 4 | 3 | 2 | 3 | rowspan="1" align="center" |Return to Me (EP rel. April 21, 1958) & This Is Dean Martin! LP |- | align="left" | "Angel Baby" | 30 | 38 | — | 57 | rowspan="2" align="center" |Volare (EP rel. 8/11/58) & This Is Dean Martin! LP |- | align="left" | "Volare" | 12 | 1 | 2 | 1 |- | align="left" | "The Magician" | — | — | — | 92 | rowspan="2" align="center" | — |- | align="left" | "Once Upon a Time" (B-side of "The Magician") | — | 94 | — | — |- | rowspan="5" | 1959 | align="left" | "You Were Made for Love" | — | — | — | — | rowspan="1" align="center" |Happy