Footage of police chasing a man riding a supermarket trolley down Auckland's Queen St has gone viral, attracting more than three million views since being posted on Facebook overnight.

The video shows a man holding onto the back of the trolley before a police car does a U-turn and pursues him, to the cheers and laughter of onlookers.