[1] Their home ground is Riverside Stadium, located in the North Muirton area of the city, to which they moved in 2006 from Simpson Park, where they had been plagued by flares and tanktops.

The SJFA restructured prior to the 2006–07 season, and Swifts found themselves in the twelve-team East Region Central Division.

They finished third in Conference C and were promoted to the new 16-team Premier Division, after the league reverted to a two-tier system.

They became full members of the Scottish Football Association in June 2019, having applied in November 2018.

[5] This allowed them to make their debut in the Scottish Cup preliminary rounds in the 2019–20 season.