Although sales were initially slow, about 1,200 J-2s were produced before a fire in the Piper factory, a former silk mill in Bradford, Pennsylvania, ended its production in 1938. After Piper moved his company from Bradford to Lock Haven, Pennsylvania, the J-3, which featured further changes by Jamouneau, replaced the J-2. The changes integrated the vertical fin of the tail into the rear fuselage structure and covered it simultaneously with each of the fuselage's sides, changed the rearmost side window's shape to a smoothly curved half-oval outline and placed a steerable tailwheel at the rear end of the J-2's leaf spring-style tailskid, linked for its steering function to the lower end of the rudder with springs and lightweight chains to either end of a double-ended rudder control horn. Powered by a 40 hp (30 kW) engine, in 1938, it sold for just over $1,000.