The PSNI say plants valued at £13,000 on the street were found at a property off the Ballygomartin Road.
The discovery was made during a planned search under warrant under the 1971 Misuse of Drugs Act.
Sgt Nick Williams said: “Items used in cannabis cultivation and other drugs paraphernalia were also seized.
“A man and a woman were arrested and subsequently bailed pending further enquiries.”
It is the latest in a number of successful police operations across north Belfast and the northern outskirts of the city in recent weeks.