"Chicago Tribune" critic Greg Kot considered it to be "a knockout version".Among reviews of the "Come and Get It" compilation, Douglas Wolk of Pitchfork Media opined that "Sour Milk Sea" "would've been one of the best songs on [the White Album] if George had kept it for himself", while "Uncut"s David Cavanagh described the track as "sensational".