| Year | Nominee | Category | Winner |
|---|---|---|---|
| 2003 | Alone At The Microphone Royal City | Alternative Album of the Year Sponsored by Long & McQuade | No |
| 2003 | The New Deal The New Deal | Alternative Album of the Year Sponsored by Long & McQuade | No |
| 2003 | Alanis Morissette | Artist of the Year Presented with Apple Music | No |
| 2003 | Celine Dion | Artist of the Year Presented with Apple Music | No |
| 2003 | Daniel Belanger | Artist of the Year Presented with Apple Music | No |
| 2003 | Remy Shand | Artist of the Year Presented with Apple Music | No |
| 2003 | Shania Twain | Artist of the Year Presented with Apple Music | Yes |
| 2003 | First Class Riff-Raff Fathead | Blues Album of the Year | No |
| 2003 | Wise and Otherwise Harry Manx | Blues Album of the Year | No |
| 2003 | 6 String Lover Jack de Keyzer | Blues Album of the Year | Yes |
| 2003 | 88th & Jump Street Kenny "Blues Boss" Wayne | Blues Album of the Year | No |
| 2003 | Long Hard Road The Twisters | Blues Album of the Year | No |
| 2003 | Tom Cochrane | Canadian Music Hall of Fame | Yes |
| 2003 | Nous Sommes Tous Comme Les Fleurs Charlotte Diamond | Children's Album of the Year | No |
| 2003 | Sing with Fred Fred Penner | Children's Album of the Year | Yes |
| 2003 | Once Upon A Tune - Volume 3 - Beanstock Judy & David | Children's Album of the Year | No |
| 2003 | Dodo Le Planète Do Dream Songs Night Songs Pelican Music Project | Children's Album of the Year | No |
| 2003 | Let's Play Raffi | Children's Album of the Year | No |
| 2003 | The Overcoat: Music by Dmitri Shostakovich Angela Cheng / Mario Bernardi / CBC Radio Orchestra | Classical Album of the Year: Large Ensemble or Soloist(s) with Large Ensemble Accompaniment | No |
| 2003 | Schumann Piano Works Anton Kuerti / Mario Bernardi / CBC Radio Orchestra | Classical Album of the Year: Large Ensemble or Soloist(s) with Large Ensemble Accompaniment | No |
| 2003 | Nocturnal Dances of Don Juan Quixote I Musici de Montreal | Classical Album of the Year: Large Ensemble or Soloist(s) with Large Ensemble Accompaniment | No |
| 2003 | Bruch Concertos: Vol II James Ehnes / Mario Bernardi / Orchestre symphonique de Montreal | Classical Album of the Year: Large Ensemble or Soloist(s) with Large Ensemble Accompaniment | Yes |
| 2003 | A Baroque Feast Tafelmusik | Classical Album of the Year: Large Ensemble or Soloist(s) with Large Ensemble Accompaniment | No |
| 2003 | Ravel: The Complete Solo Piano Music Angela Hewitt | Classical Album of the Year: Solo or Chamber | No |
| 2003 | Graupner - Partitas for Harpsichord Genevieve Soly | Classical Album of the Year: Solo or Chamber | No |
| 2003 | Fritz Kreisler James Ehnes | Classical Album of the Year: Solo or Chamber | No |
| 2003 | Liszt: Paganini Studies & Schubert March Transcriptions Marc-Andre Hamelin | Classical Album of the Year: Solo or Chamber | Yes |
| 2003 | Osvaldo Golijov: Yiddishbuk St. Lawrence String Quartet | Classical Album of the Year: Solo or Chamber | No |
| 2003 | Bach Cantatas Daniel Taylor, Theatre of Early Music | Classical Album of the Year: Vocal or Choral | No |
| 2003 | Mozart Requiem Les Violons Du Roy | Classical Album of the Year: Vocal or Choral | Yes |
| 2003 | Of Ladies and Love... Michael Schade, Malcolm Hertineau | Classical Album of the Year: Vocal or Choral | No |
| 2003 | Margison Sings Verdi Richard Margison, Richard Bradshaw and the Canadian Opera Company Orchestra | Classical Album of the Year: Vocal or Choral | No |
| 2003 | ¡AY QUE SI! Suzie LeBlanc, Les Voix Humaines | Classical Album of the Year: Vocal or Choral | No |
| 2003 | Music for a Thousand Autumns Alexina Louie | Classical Composition of the Year | No |
| 2003 | Requiem for a Charred Skull Bramwell Tovey | Classical Composition of the Year | Yes |
| 2003 | Orbiting Garden Christos Hatzis | Classical Composition of the Year | No |
| 2003 | Concerto for Cello Heather Schmidt | Classical Composition of the Year | No |
| 2003 | Test Run John Estacio | Classical Composition of the Year | No |
| 2003 | Army of Love Jake | Contemporary Christian/Gospel Album of the Year | No |
| 2003 | Jubiliation VIII - A Cappella Plus Montreal Jubilation Gospel Choir | Contemporary Christian/Gospel Album of the Year | No |
| 2003 | Saved! NorthernBlues Gospel All Stars | Contemporary Christian/Gospel Album of the Year | No |
| 2003 | Tumbling After Starfield | Contemporary Christian/Gospel Album of the Year | No |
| 2003 | Instrument of Praise Toronto Mass Choir | Contemporary Christian/Gospel Album of the Year | Yes |
| 2003 | Mother Tree Jean-Pierre Zanella | Contemporary Jazz Album of the Year | No |
| 2003 | Mistura Mark Duggan's Vuja de | Contemporary Jazz Album of the Year | No |
| 2003 | Highwire NOJO | Contemporary Jazz Album of the Year | No |
| 2003 | Tales From The Blue Lounge Richard Underhill | Contemporary Jazz Album of the Year | Yes |
| 2003 | Love Songs Warren Hill | Contemporary Jazz Album of the Year | No |
| 2003 | Curve Doc Walker | Country Recording of the Year | No |
| 2003 | Emerson Drive Emerson Drive | Country Recording of the Year | No |
| 2003 | Shut Up And Kiss Me Michelle Wright | Country Recording of the Year | No |
| 2003 | I'm Gonna Getcha Good! Shania Twain | Country Recording of the Year | Yes |
| 2003 | I Just Wanna Be Mad Terri Clark | Country Recording of the Year | No |
| 2003 | Wet Boomtang | Dance Recording of the Year | No |
| 2003 | Tribalmania Grand Menage | Dance Recording of the Year | No |
| 2003 | Freak The Funk M.C. Mario | Dance Recording of the Year | No |
| 2003 | Sunglasses At Night 2002 Original 3 featuring Corey Hart | Dance Recording of the Year | No |
| 2003 | Billie Jean The Sound Bluntz | Dance Recording of the Year | Yes |
| 2003 | Rêver Mieux Daniel Belanger | Francophone Album of the Year | Yes |
| 2003 | Break Syndical Les Cowboys Fringants | Francophone Album of the Year | No |
| 2003 | Les Lettres Rouges Lynda Lemay | Francophone Album of the Year | No |
| 2003 | De L'Amour Le Mieux Natasha St-Pier | Francophone Album of the Year | No |
| 2003 | Rendez-Vous Sylvain Cossette | Francophone Album of the Year | No |
| 2003 | Blue Rodeo | Group of the Year Presented with Apple Music | No |
| 2003 | Our Lady Peace | Group of the Year Presented with Apple Music | No |
| 2003 | Sum 41 | Group of the Year Presented with Apple Music | Yes |
| 2003 | Swollen Members | Group of the Year Presented with Apple Music | No |
| 2003 | The Tragically Hip | Group of the Year Presented with Apple Music | No |
| 2003 | Celtic Mystique Howard Baer | Instrumental Album of the Year | No |
| 2003 | Camino Latino / Latin Journey Liona Maria Boyd | Instrumental Album of the Year | No |
| 2003 | Lakeside Retreat Oliver Schroer & Dan Gibson | Instrumental Album of the Year | No |
| 2003 | Allegro Robert Michaels | Instrumental Album of the Year | Yes |
| 2003 | Big Band Love Songs The Swingfield Big Band | Instrumental Album of the Year | No |
| 2003 | Weathered Creed | International Album of the Year | No |
| 2003 | The Eminem Show Eminem | International Album of the Year | Yes |
| 2003 | Escape Enrique Iglesias | International Album of the Year | No |
| 2003 | Nellyville Nelly | International Album of the Year | No |
| 2003 | Laundry Service Shakira | International Album of the Year | No |
| 2003 | Hands Clean, So Unsexy - Alanis Morissette Alanis Morissette | Jack Richardson Producer of the Year | Yes |
| 2003 | I'm Just A Kid, I'd Do Anything - Simple Plan Arnold Lanni | Jack Richardson Producer of the Year | No |
| 2003 | Somewhere Out There - Our Lady Peace; Take Me As I Am - Tonic Bob Rock | Jack Richardson Producer of the Year | No |
| 2003 | Family Stem, The Red - Chevelle Garth Richardson | Jack Richardson Producer of the Year | No |
| 2003 | Burning Bridges, The Way I Feel - Remy Shand Remy Shand | Jack Richardson Producer of the Year | No |
| 2003 | Avril Lavigne | JUNO Fan Choice Presented by TD | No |
| 2003 | Celine Dion | JUNO Fan Choice Presented by TD | No |
| 2003 | Diana Krall | JUNO Fan Choice Presented by TD | No |
| 2003 | Nickelback | JUNO Fan Choice Presented by TD | No |
| 2003 | Shania Twain | JUNO Fan Choice Presented by TD | Yes |
| 2003 | Avril Lavigne | New Artist of the Year Sponsored by FACTOR and Radio Starmaker Fund | Yes |
| 2003 | k-os | New Artist of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Sam Roberts | New Artist of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Sarah Slean | New Artist of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Shawn Desman | New Artist of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Bet. e & Stef | New Group of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Crush | New Group of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | One Ton | New Group of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Simple Plan | New Group of the Year Sponsored by FACTOR and Radio Starmaker Fund | No |
| 2003 | Theory of a Deadman | New Group of the Year Sponsored by FACTOR and Radio Starmaker Fund | Yes |
| 2003 | Under Rug Swept Alanis Morissette | Pop Album of the Year | No |
| 2003 | Everybody's Got A Story Amanda Marshall | Pop Album of the Year | No |
