In October 2010, Drugstore signed a one-off recording contract with the London-based indie label Rocket Girl, and in 2011 the band's fourth album, "Anatomy", was released. The BBC said "The odds would have been long that, 18 years after their formation, they would reappear with some of their strongest material. Drugstore have been both placed at the dreamier end of the indie spectrum and compared with Leonard Cohen. Anatomy shows that there's more of an overlap there than one might have imagined".