In my last reading of volume 3 of John Meier's A Marginal Jew: Rethinking the Historical Jesus, Meier defends the historicity of Judas' betrayal of Jesus.
Meier  believes that the tradition that Judas betrayed Jesus is multiply  attested by independent sources----Mark, John, and the different  accounts of the death of Judas in M (Matthew 27:3-10) and L (Acts  1:16-20).  In what I read, Meier did not refer to I Corinthians 11:23,  in which Paul mentions an even earlier tradition that says (according to  certain translations) that Jesus was betrayed. But perhaps that is  another independent source for Judas' betrayal of Jesus.
Meier  also maintains that the notion that one of the Twelve betrayed Jesus was  embarrassing, and so the early church would not have invented it.  Why,  Meier asks, would the early church spend so much time exalting the  Twelve, only to turn right around and invent a tradition in which one of  the Twelve betrays Jesus?  For Meier, it's more likely that Judas  betrayed Jesus and that the early church then tried to explain that or  account for it as a fulfillment of the Scriptures. 
Michael  Cook, a professor of New Testament at Hebrew Union College (which is  where I attend), offers different thoughts on the historicity of Judas'  betrayal of Jesus.  You can read them in this article here.
First  of all, Cook maintains that there was development of the tradition of  Judas betraying Jesus, which we can see when we compare Mark's skeletal  account with the embellishments and attempts to explain Judas' betrayal  that we see in the later Gospels.
Second, Cook does not believe  that the tradition that Mark inherited even named Jesus' betrayer, but  that Mark named him "Judas" to pattern him after the Old Testament  figure of Judas, who was part of a body of twelve and betrayed Joseph  for money (Genesis 37).  Cook has stated that this sort of activity  occurs elsewhere in the development of the Judas tradition.  For  example, Judas hanging himself in the Gospel of Matthew sounds a lot  like Ahithophel, who betrayed David and hung himself (II Samuel 15-17).   For Cook, Judas was being modeled after figures in the Hebrew Bible.
Third,  Cook does not believe that there even was a betrayal of Jesus.  He  argues that the word that many translations render as "betrayed" in I  Corinthians 11:23 can mean "delivered up."  Cook states: "when you look  at the scope of his writings, every time Paul uses this word in  reference to Jesus, he means that Jesus was 'delivered up to death.'  With this new understanding, the Last Supper passage would actually  mean: 'the Lord Jesus on the night when he was delivered up to death.'"
Cook  maintains that the story of Jesus' betrayal by Judas was late, on  account of passages affirming that each of the twelve disciples would  sit on a throne governing Israel (Luke 22:21,30; Matthew 19:28).  Why  would those passages even make such an affirmation, if those who wrote  them were aware that one of the Twelve betrayed Jesus?  For Cook, we  first have the exaltation of the Twelve, and, later in time, the story  was invented that Judas betrayed Jesus.  Cook can think of reasons that  such a story would have been invented, e.g., to address a situation in  which Christians were betraying each other to authorities. 
Meier  responds to some of the sorts of arguments that Cook presents (only he  does not refer to Cook specifically in this particular discussion, but  rather to others who have made such arguments).  Meier is skeptical  about the early tradition of Jesus' betrayal not knowing the name of  Jesus' betrayer, for the early Christians preserved so many names (i.e.,  of disciples, of Hellenist deacons, etc.).  Perhaps, but there are also  plenty of characters who are left anonymous.
Moreover, I think  that Cook's analysis demonstrates the weakness in Meier's appeal to  multiple attestation to support historicity, at least in this case.  If  someone invented a tradition that a person betrayed Jesus, and that was  embellished by Mark, and M and L took Mark's story in different  directions (with regard to how Judas died), and John embellished the  story in his own way, then how are we dealing with independent sources  or witnesses?  Sources that are allegedly "independent" may be related to each other, in some way.