Silky-haired rattlepod is native to vast regions across Africa and Southeast Asia, primarily concentrated in tropical and subtropical areas. Its presence extends across parts of the Asian subcontinent, and into East, West, and Central Africa. The species is also found in several locations in East Asia. Despite this broad native range, silky-haired rattlepod has not become widely naturalized outside its original distribution zones.