wiktionary
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From French marge, from Latin margo, of Germanic origin. Doublet of margin and margo.
Shortened from the word margarine.
etymonline
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marge (n.)
"edge, border," 1550s, now chiefly poetic, shortening of margin (n.), or from French marge.