Spec sheet on Vaillant arotherm plus says its limit is -10c.
www.vaillant.co.uk/product-syst...

Carrier brand (first i checked) says they have ones that work to -22F

Mine got used to the botties, but they were difficult to keep on. I think the real winner might be dog snowpants