Trader Joe's nearly 600 stores in the U.S. including New York locations will all close for an entire day. Trader Joe's is an American grocery store chain headquartered in Monrovia, California, with nearly 600 locations across the US. The first Trader Joe's store was opened in 1967 by founder Joe Coulomber in Pasadena, California.