Assuming, I apply for voluntary registration and obtain GST registration:I have three shops in the city, can I issue tax invoices using prefix for these different locations

Yes. It may, however, be ensured that the invoice conforms to the requirements under Rule 46(b) of the CGST Rules, 2017.

(FAQ 9(v)(f): FOOD PROCESSING)