- Best FA Cup performance: Semi-finals, 1977–78
- Best League Cup performance: Fifth round, 1962–63
- Best League Trophy performance: Southern Area finalists, 1994–95, 2012–13
- Biggest victory: 8–0 vs. Crystal Palace, Division 3 South 12 November 1955; 8–0 vs. Rochdale, Division 4 14 October 1987; 8–0 vs. Colchester United, Division 4 15 October 1988; 8–0 vs. Doncaster Rovers, Division 3 28 December 1997
- Most goals scored in a match: 9–2 vs. Aldershot, Division 3 South 10 February 1934; 9–2 vs. Chester City, League Cup 17 October 1962
- Biggest defeat: 0–8 vs. Aston Villa, FA Cup 4th round 30 January 1929
- Biggest league defeat: 1–7 vs. Torquay United, Division 3 South 16 April 1949; 1–7 vs. Notts County, Division 3 South 1 October 1949; 1–7 vs. Stoke City, Division 2 22 September 1956
- Highest attendance: 38,219 vs. Tottenham Hotspur Division 2 16 March 1929
- Most capped international player: 22 – Jobi McAnuff (Jamaica) (32 in total)
- Most league goals in a season: 35 – Tommy Johnston 1957–58, Division 2
- Most league goals in total: 121 – Tommy Johnston, 1956–58, 1959–61
- Highest transfer fee received: £1,000,000 – Gabriel Zakuani to Fulham July 2006; Moses Odubajo to Brentford June 2014
- Highest transfer fee paid: £200,000 – Liam Kelly from Oldham Athletic July 2016
- The fastest recorded goal in a play-off final: Chris Tate, May 2001 vs. Blackpool – 27 seconds