"It's All Too Much" has been performed live by the Grateful Dead, by the latter's associated acts Ratdog and Phil Lesh and Friends, and by Yonder Mountain String Band. Other artists who have recorded the song include All About Eve, Paul Gilbert, the Violet Burning, Yukihiro Takahashi, and Rich Robinson. A version by former MC5 guitarist Wayne Kramer appeared on the 2003 Harrison tribute album "". My Darling Clementine recorded "It's All Too Much" for "Yellow Submarine Resurfaces", a multi-artist CD accompanying the July 2012 issue of "Mojo".