The Trafalgar Cemetery is a cemetery in the British Overseas Territory of Gibraltar. Formerly known as the Southport Ditch Cemetery, it occupies a small area of land just to the south of the city walls, in what had been a defensive ditch during the period of Spanish rule of Gibraltar. Although it is named for the Battle of Trafalgar of 21 October 1805, only two victims of the battle are buried there. The remainder of the interments are mostly of those killed in other sea battles or casualties of the yellow fever epidemics that swept Gibraltar between 1804 and 1814. In addition, tombstones were transferred to the Trafalgar Cemetery from St. Jago's Cemetery and Alameda Gardens.

The cemetery is no longer used for burials and was abandoned for many years, but was restored in the 1980's.

For years, an annual ceremony has been held on Trafalgar Day, the Sunday closest to the 21st of October. On that day, the ceremony in the cemetery commemorates those who died in the Battle of Trafalgar. A general restoration of the Trafalgar Cemetery was undertaken in the 1980's. In 1990, responsibility for the maintenance of the cemetery was transferred to the Gibraltar Heritage Trust, which completed repairs of the gates and walls.

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