The Aldebaran Colony was a Federation colony in the Aldebaran system, in existence in the 23rd century.
Doctor Elizabeth Dehner joined the crew of the USS Enterprise when it stopped at the colony in 2265. (TOS: "Where No Man Has Gone Before")
Probably, this is also the site of the Aldebaran Music Academy. (DS9: "Shadowplay")