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late Middle English (originally Scots): perhaps related to Dutch kolf ‘club, bat’, used as a term in several Dutch games; golf, however, is recorded before these games.
wiktionary
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golf + -er
etymonline
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golfer (n.)
1721, agent noun from golf.