Joseph Armstrong

• Joseph Armstrong (engineer), locomotive engineer from Britain
• Joseph G. Armstrong, American politician, mayor of Pittsburgh
• Joseph L. Armstrong, American academic
• Joseph Armstrong (footballer), English footballer
• Joseph [Elijah Armstrong], Canadian politician
• Joey Armstrong, the former drummer of the American punk rock band SWMRS
• Joseph Hunter Armstrong, American swimmer and 2020 Olympic gold medalist