Sport1 says the Gunners have had scouts watch the youngster this season.
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Arsenal are in the market for a new attacking addition, particularly given Kai Havertz's fitness doubts.
A France U21 international, 20 year-old Bahoya is rated in the £70m class by Eintracht Frankfurt.
The Bundesliga club rejected a £60m offer from the Saudi Pro League last summer.