SJ Stovall (September 26, 1925 – July 14, 2010) was an American politician and civil engineer. Stovall served as the mayor of Arlington, Texas, the seventh largest city in the state, from 1977 until 1983. In total, Stovall held office either on the Arlington City Council or as Mayor for twenty years.