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But long-time local resident Stuart Kemp hopes that eventually, it will be.
He has been working to gain support for a sculpture, which he bought at a charity auction in Christchurch, to be given a permanent home on the Esplanade.
The penguin, named Bubbles, was certainly turning heads when Mr Kemp took it to the beachfront on Saturday.
Charlie Willis, who has lived in St Clair his whole life, said he thought Bubbles should stay for good because he was "nice and colourful".
Kirsten Anderson, a St Clair resident of 10 years, agreed.
"I think people in our area with family and children would really benefit from having the penguin here.
"It is a nice drawcard for our area ... It feels like it has a sense of belonging here on some level."
Mr Kemp, who has lived in St Clair for 60 years, said he came up with the idea as not much had changed in the area for many years.
"St Clair needs to be brightened up a little bit.
"It is colourful and it makes you smile."
It also made sense given the connection between Dunedin’s coastline and penguins, he said.
So far, feedback from those passing, as well as people on social media, had been overwhelmingly positive.
"It is a penguin — but it has got X-factor," Mr Kemp said.