Police received reports of a firearm being discharged at Muscle Ink tattoo parlour on Lincoln Rd, Addington, at 11.40pm on Tuesday, said a police spokeswoman.
There was no one inside the property, she said.It used to be owned by former Bandidos motor-cycle gang national president Hamish Hiroki.
The police spokeswoman said officers are continuing to make enquiries.
The shooting follows a string of attacks on tattoo parlours and barbershops in the city, some of which were related to gang activity.