1. "That's Life" (Dean Kay, Kelly Gordon) – 3:07
2. "I Will Wait for You" (Michel Legrand, Norman Gimbel, Jacques Deny) – 2:16
3. "Somewhere My Love (Lara's Theme)" (From Doctor Zhivago) (Paul Francis Webster, Maurice Jarre) – 2:19
4. "Sand and Sea" (Gilbert Bécaud, Maurice Vidalin, Mack David) – 2:29
5. "What Now My Love" (Bécaud, Carl Sigman, Pierre Leroyer) – 2:32
6. "Winchester Cathedral" (Geoff Stephens) – 2:38
7. "Give Her Love" (Jim Harbert) – 2:14
8. "Tell Her (You Love Her Each Day)" (Samuel Ward, Charles Watkins) – 2:42
9. "The Impossible Dream (The Quest)" (Joe Darion, Mitch Leigh) – 2:34
10. "You're Gonna Hear from Me" (André Previn, Dory Previn) – 2:51

• Frank Sinatra: voz solista
• Betty Jean Baker: coros
• Gwenn Johnson: coros
• Robin Jackie Ward: coros
• Mike Melvoin: órgano Hammond
• Bill Miller: piano
• Gary Coleman, de la banda The Wrecking Crew: vibráfono^[1]​
• Ray Pohlman: guitarra eléctrica^[1]​
• Louis Morell: guitarra acústica
• Al Casey: guitarra acústica^[1]​
• Larry Knechtel: bajo eléctrico Fender Precision Bass^[1]​
• Hal Blaine: batería
• Ernie Freeman: arreglista
• Donnie Lanier: director de orquesta^[1]​
• instrumentos de cuerda^[1]​
  • Norman Botnick: viola
  • Joseph DiFiore: viola
  • Alex Neiman: viola
  • Abraham Weiss: viola
  • Joseph DiTullio: violonchelo
  • Armand Kaproff: violonchelo
  • Kurt Reher: violonchelo
  • Frederick Seykora: violonchelo
  • Ray Brown: contrabajo
• instrumentos de viento de metal^[1]​
  • Cappy Lewis: trompeta
  • Ollie Mitchell: trompeta
  • Tony Terran: trompeta
  • Buddy Collette: saxofón, vientos de madera
  • Bill Green: saxofón, vientos de madera
  • Plas Johnson: saxofón, vientos de madera
  • Willie Schwartz: saxofón, vientos de madera
  • Louis Blackburn: trombón
  • Dick Hyde: trombón
  • Lew McCreary: trombón

• Jimmy Bowen: productor del álbum
• Eddie Brackett: ingeniero del álbum
• Jimmy Brown: productor del álbum
• Stan Cornyn: notas del álbum
• Bill George: portada del álbum, ilustraciones, trabajo artístico
• Lee Herschberg: ingeniero de sonido del álbum
• Ed Thrasher: dirección artística del álbum

All Music le dio tres de cinco estrellas, criticando que el blues de la canción título no se mantiene en el resto del álbum.

A pesar de ello, That´s Life alcanzó el puesto 6 en las tablas de Billboard de 1967. En 1966, la canción título, como sencillo, llegó al primer puesto de Billboard Adulto Contemporáneo.

That's life
(That's life)
That's what all the people say
You're riding high in April, shot down in May
But I know I'm gonna change that tune
When I'm back on top, back on top in June
I said that's life
(That's life)
And as funny as it may seem
Some people get their kicks
Stomping on a dream
But I don't let it, let it get me down
Cause this fine old world, it keeps spinnin' around
I've been a puppet, a pauper, a pirate, a poet
A pawn and a king
I've been up and down and over and out
And I know one thing
Each time I find myself
Flat on my face
I pick myself up and get
Back in the race
That's life
(That's life)
I tell you, I can't deny it
I thought of quitting, baby
But my heart just ain't gonna buy it
And if I didn't think it was worth one single try
I'd jump right on a big bird and then I'd fly
I've been a puppet, a pauper, a pirate, a poet
A pawn and a king
I've been up and down and over and out
And I know one thing
Each time I find myself layin'
Flat on my face
I just pick myself up and get
Back in the race
That's life
(That's life)
That's life and I can't deny it
Many times I thought of cutting out but my heart won't buy it
But if there's nothing shaking come this here July
I'm gonna roll myself up
In a big ball and die
My, my