'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 . ' is more likely an invitation rather than an inquiry about a fact.
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farassooCan I say 'I like going shopping' instead of 'I like shopping'?Yes, that is common.