At around 4am on Wednesday, officers were called to the Walton Road shop.
The suspect broke in, and damaged tills as he attempted to get into them, but had to flee empty handed.
He’s described as wearing an orange hi-vis top, grey hoodie, trainers with reflective stripes, and carrying a crowbar.