My Way was recorded and mixed at EastWest Studios, then called Oceanway Recording. Later it was remixed and reissued by Concord Records in 2009 to mark its 40th Anniversary. Two bonus tracks were included, and new liner notes from Bono. The bonus tracks were a rehearsal of "For Once in My Life" from 1969, for Sinatra's eponymous Emmy Award nominated 1969 television special, Sinatra, and a live 1987 performance of "My Way" at the Reunion Arena, Dallas, Texas.
Bono's liner notes had previously appeared as his New York TimesOp-ed column on January 9, 2009. The article discussed Bono's personal relationship with Sinatra, and Sinatra's thoughts on Miles Davis. Bono also mused on Sinatra's performances of "My Way", and the new year.