 Music critic Greil Marcus comments that during the song's quieter middle passage "the guitarist, session player Jimmy Page or not, seems to be feeling his way into another song, flipping half-riffs, high, random, distracted metal shavings".Them's blues rock arrangement is "now regarded justly as definitive", according to music writer Alan Clayson.