The men can be seen leaving the store with the trolleys, before throwing the fragrances into the boot of a black utility.
The thieves fled the scene.
Police said no workers were inside the store during the burglary.
Investigators have released CCTV footage of the utility and two men they believe may be able to assist with their inquiries.
