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Douglas Harper's Etymology Dictionary
spare-ribs

1590s, formerly also spear-ribs, from spare (adj.), here indicating probably "absence of fat;" or perhaps from Middle Low German ribbesper "spare ribs," from sper "spit," and meaning originally "a spit thrust through pieces of rib-meat" [Klein]; if so, it is related to spar (n.1).