From 1956 to 1957, Pizzarelli used the stage name "Johnny Buck" and performed with The Three Suns pop music trio. He toured several times with Benny Goodman until Goodman's death in 1986. During the following year, he and guitarist George Barnes formed a duo and recorded two albums, including a live performance in August 1971, at The Town Hall in New York City. Beginning in the 1970s, he began recording as a leader, issuing many tributes to musicians of the 1930s. He performed with Benny Goodman at the White House in Washington, D.C., and he performed for presidents Ronald Reagan, Bill Clinton, and First Lady Pat Nixon.