Cash, cigarettes and alcohol were taken in the incident, said to have happened in the early hours of Friday [November 23].
Kent Police were called at 4.27am and arrested a 20-year-old man close to the scene.
A search was carried out for a second man, who currently remains outstanding.
The force has now said the shop is Camden News.
Enquiries are ongoing and anyone with information is asked to call the west Kent appeals line on 01622 604100, quoting reference 23-0187.
Alternatively, contact the independent charity Crimestoppers in Kent, anonymously on 0800 555111.