The footage appears to show that the robber only managed to keep hold of a packet of chips as they fled the store but police said they were still working to compile a list of what was taken using the CCTV footage.
The robber was last seen running southeast along Ferry Rd.
A scene examination has been conducted, inquiries are being made, and CCTV footage is being examined, Detective Craig Lattimore said.
Anyone with any information about the robbery or suspicious activity around the dairy is asked to contact Detective Craig Lattimore on 03 363 7400.