Contrary to Bonamassa's 2000 debut album A New Day Yesterday, which featured a mix of original songs and cover versions, So, It's Like That is made up almost entirely of tracks written by Bonamassa and a range of collaborators. The album is the first to feature bassist Eric Czar and drummer Kenny Kramme, with producer Magness performing organ, piano and percussion. Media response to So, It's Like That was mixed, with some commentators criticising Bonamassa's songwriting.
