From an SEO point of view, is it better to have the online shop on a separate domain or within the site itself?

I am looking after a site that has always had a separate shop but we are going to redevelop the site and wonder if it would be more beneficial to have it under the same domain as the rest of the site or if it should be left as it is?

Thanks
Grinners