Six stores, including Superdrug in Guildford, will be among those able to administer the jabs.
The NHS says by the end of January more than 200 chemists will help with the vaccine rollout.
Deputy chief pharmaceutical officer Dr Bruce Warner says the first six were picked because of their size.