Faye left Croatian side NK Kustosija for Spanish giants Barcelona last summer.
The promising centre-back signed a contract until 2027 and is currently playing for Barca Atletic.
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Mundo Deportivo says Arsenal are following Faye's progress with the aim of tempting Barca into selling this summer.
And given their financial issues, Barca are willing to part with him for the right price.