Spencerburg, MissouriSpencerburg is an unincorporated community in Pike County, in the U.S. state of Missouri.HistorySpencerburg was platted in 1836, taking its name from nearby Spencer Creek. An old spelling was "Spencersburg". A post office called Spencersburg was established in 1837, and remained in operation until 1903.