QR code Knowledgeable People!

How physically small can a QR code be and still be readable with a smartphone? 🤔🤷‍♂️

Looking Pet Tags which incorporate QR codes and they are physically quite large; to big for a small cat.

Needs to sure either a URL or enough info for a phone number though.