- Frank Sinatra (8,732,038 followers) christmas, big band, adult standards, swing music, jazz, vocal jazz
- Louis Armstrong (3,324,873 followers) jazz, swing music, vocal jazz, big band
- Ella Fitzgerald (2,800,615 followers) jazz, vocal jazz, swing music, big band, christmas
- Billie Holiday (2,114,852 followers) jazz, vocal jazz, big band, swing music
- Dean Martin (2,036,556 followers) christmas, adult standards, big band, swing music
- Tony Bennett (1,033,707 followers) vocal jazz, christmas, big band, adult standards, jazz
- Duke Ellington (988,229 followers) jazz, big band, swing music, cool jazz, jazz ballads
- Bobby Darin (639,568 followers) big band, adult standards, swing music, doo-wop
- Glenn Miller (591,348 followers) big band, swing music, jazz
- Harry Connick, Jr. (563,460 followers) christmas, big band, vocal jazz, adult standards
- Sammy Davis Jr. (550,877 followers) big band, swing music, adult standards, vocal jazz
- Peggy Lee (529,014 followers) vocal jazz, swing music, big band, jazz
- Doris Day (524,212 followers) adult standards, big band
- Quincy Jones (481,136 followers) soul jazz, big band, quiet storm
- Dizzy Gillespie (480,714 followers) bebop, jazz, afro-cuban jazz, hard bop, latin jazz, big band, cool jazz
- Django Reinhardt (442,576 followers) swing music, jazz, french jazz, ragtime, big band
- Benny Goodman (425,617 followers) big band, swing music, jazz, ragtime
- Count Basie (419,708 followers) big band, swing music, jazz, vocal jazz
- Ray Conniff (310,811 followers) orchestral, easy listening, big band
- Wynton Marsalis (254,593 followers) jazz, latin jazz, big band, jazz ballads, cool jazz
- Louis Prima (238,158 followers) swing music, big band
- The Andrews Sisters (232,345 followers) christmas, big band, swing music
- Mel Tormé (203,129 followers) vocal jazz, adult standards, big band, christmas
- Fred Astaire (181,506 followers) big band, swing music, adult standards
- Big Bad Voodoo Daddy (178,447 followers) swing music, big band, electro swing, rockabilly
- Lucky Chops (175,507 followers) brass band, big band
- Cab Calloway (162,925 followers) big band, swing music, ragtime
- Cole Porter (161,052 followers) big band, swing music
- Buddy Rich (156,476 followers) big band, jazz, bebop, hard bop
- Tommy Dorsey (156,128 followers) big band, swing music, adult standards
- James Last (152,872 followers) orchestral, polka, easy listening, big band
- Rosemary Clooney (151,604 followers) vocal jazz, big band
- Fats Waller (142,098 followers) swing music, ragtime, big band, jazz
- Glenn Miller Orchestra (140,516 followers) big band, swing music
- Squirrel Nut Zippers (129,506 followers) swing music, big band
- Harry James (125,063 followers) big band, swing music, jazz
- The 8-Bit Big Band (123,556 followers) big band
- Artie Shaw (121,844 followers) big band, swing music, jazz
- The Rat Pack (117,807 followers) adult standards, big band
- Daniel Boaventura (114,303 followers) big band
- The Mills Brothers (113,668 followers) big band, adult standards, swing music
- The Brian Setzer Orchestra (111,574 followers) rockabilly, swing music, big band, christmas, boogie-woogie
- Arturo Sandoval (103,088 followers) latin jazz, afro-cuban jazz, big band, jazz
- Anita O'Day (98,126 followers) vocal jazz, jazz, swing music, big band, jazz ballads
- Dinah Shore (92,996 followers) big band, adult standards, vocal jazz
- Bert Kaempfert (92,447 followers) orchestral, easy listening, big band
- Vic Damone (91,747 followers) adult standards, big band, vocal jazz
- Michel Camilo (83,014 followers) latin jazz, afro-cuban jazz, flamenco, jazz, jazz fusion, big band
- Wayne Newton (75,525 followers) adult standards, big band
- Lionel Hampton (74,591 followers) swing music, big band, jazz
- Oliver Nelson (69,585 followers) hard bop, jazz, bebop, cool jazz, big band, free jazz
- Al Bowlly (68,883 followers) big band, adult standards
- Youngblood Brass Band (68,791 followers) brass band, big band
- Cherry Poppin' Daddies (67,318 followers) swing music, big band, rockabilly, ska, electro swing, ska punk
- Maynard Ferguson (65,834 followers) big band, jazz
- Count Basie Orchestra (64,945 followers) big band, swing music, jazz
- Jimmy Dorsey (60,189 followers) big band, swing music, polka
- Benny Goodman Quartet (59,210 followers) big band, swing music, jazz, ragtime
- Louis Jordan (58,556 followers) swing music, classic blues, boogie-woogie, big band, blues
- Joe Williams (55,061 followers) vocal jazz, big band, swing music, jazz
- The Pied Pipers (54,864 followers) big band
- Paquito D'Rivera (53,514 followers) latin jazz, afro-cuban jazz, big band, jazz
- Gene Krupa (53,051 followers) big band, swing music, jazz
- Billy Vaughn (51,547 followers) orchestral, easy listening, big band
- Billy Eckstine (49,592 followers) vocal jazz, big band, bebop
- Gordon Goodwin's Big Phat Band (48,975 followers) big band, jazz
- Benny Goodman Trio (47,362 followers) big band, swing music, jazz
- Royal Crown Revue (45,979 followers) swing music, big band, electro swing, rockabilly
- Jazz At Lincoln Center Orchestra (45,532 followers) latin jazz, big band, jazz
- Teddy Wilson (45,438 followers) jazz, big band, swing music
- Johnny Mercer (45,391 followers) big band, swing music, adult standards
- Jools Holland (45,164 followers) boogie-woogie, big band, swing music
- Charlie Christian (44,587 followers) bebop, swing music, big band, jazz
- Benny Goodman Sextet (39,688 followers) big band, swing music
- Hoagy Carmichael (38,945 followers) big band
- Gil Evans (38,876 followers) jazz, cool jazz, big band, hard bop, bebop
- Frank Sinatra Jr. (38,834 followers) adult standards, big band
- June Christy (38,434 followers) vocal jazz, big band, cool jazz, swing music
- Bix Beiderbecke (36,227 followers) ragtime, big band, jazz, swing music
- Matt Forbes (36,058 followers) big band
- Joan Chamorro (34,975 followers) jazz, vocal jazz, bossa nova, swing music, big band, brazilian jazz
- Diane Schuur (34,738 followers) vocal jazz, jazz, big band, smooth jazz
- Jimmy Dorsey & His Orchestra (34,702 followers) big band, swing music
- Margaret Whiting (33,848 followers) adult standards, big band
- Earl Hines (33,697 followers) swing music, jazz, ragtime, big band, boogie-woogie, jazz ballads
- Benny Carter (33,603 followers) big band, jazz, swing music, cool jazz, jazz ballads
- Tommy Dorsey Orchestra (33,468 followers) big band, swing music
- Buddy Rich Big Band (33,219 followers) big band, jazz, bebop
- Bob Crosby & The Bob Cats (32,837 followers) big band, swing music
- Cab Calloway & His Orchestra (32,722 followers) big band, swing music, ragtime
- Thad Jones (32,169 followers) big band, hard bop, jazz, jazz ballads, bebop
- Al Jolson (31,969 followers) ragtime, big band
- Woody Herman (31,837 followers) big band, swing music, jazz, cool jazz
- The Boswell Sisters (30,771 followers) big band, swing music, ragtime, vocal jazz
- Clark Terry (30,390 followers) hard bop, latin jazz, jazz, afro-cuban jazz, bebop, cool jazz, big band, jazz ballads
- Mingus Big Band (30,331 followers) big band, jazz, bebop
- Duke Ellington Orchestra (30,028 followers) big band, jazz, swing music, ragtime
- Roy Eldridge (29,437 followers) swing music, jazz, bebop, big band, hard bop
- Stan Kenton (29,228 followers) big band, afro-cuban jazz, jazz, cool jazz, swing music, exotica, latin jazz
- Keely Smith (28,523 followers) swing music, vocal jazz, big band