wiktionary
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arts + -y
etymonline
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artsy (adj.)
"pretentiously artistic," 1902, from arts (see art (n.)); originally artsy-craftsy, with reference to the arts and crafts movement; always more or less dismissive or pejorative; artsy-fartsy was in use by 1971.