- The Complete Columbia Recording Sessions, Vol. 1 - 1929-1937 · 1936
- The Complete Columbia Recording Sessions, Vol. 2 - 1938 · 2000
- The Complete Columbia Recording Sessions, Vol. 3 - 1938-1942 · 1959
- Wonderful.....Mildred Bailey (Lazy Bones) · 1974
- Mildred Bailey, The Queen of Jazz Vol 2 · 1952
- Its Ladies Night: The Essential Collection (Digitally Remastered) · 1998
- The Complete Columbia Recording Sessions, Vol. 2 - 1938 · 1974
- The Complete Columbia Recording Sessions, Vol. 2 - 1938 · 1951
- The Complete Columbia Recording Sessions, Vol. 1 - 1929-1937 · 1974
- Wigwammin' · 1974
- The Complete Columbia Recording Sessions, Vol. 2 - 1938 · 1951
- 100 Vocal & Jazz Classics, Vol. 7 (1937-1938) · 2011
- From the Sony Vault: Silly Scary Songs · 1951
Album
- 1996