Sky Sports says the deal only depends on the figure Newcastle put on his head.
The defender is currently at the World Cup with France and Arsenal are looking for a new right-back following the departure of Bacary Sagna, who has joined Manchester City.
Debuchy has previously admitted he is keen to compete in the UEFA Champions League and Arsenal can offer the 28-year-old that opportunity.