Coach on Tuesday again reported soft sales at its North American stores as it continued to face tough competition for handbag shoppers, and the leather goods maker announced the departures of two more executives.

Shares of New York-based Coach, which is known for its Poppy handbags fell. (Click here to track the company's shares.)