'Go' incorporates the idea of travel/movement into the concept, and is often used with common activities including necessary movement:
go swimming, go shopping, go dancing, go fishing. It is perhaps commoner than your first sentence, which would more usually be used only if asking about the concept, as in 'Do you like shopping (in general)?', whereas 'Are you interested in going shopping?' is more likely an invitation rather than an inquiry about a fact.