Your friend is right. I do the weekly grocery shopping on Mondays. ) Let's have some fun and go shopping.
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"Go shopping" is more general. It could mean buying things you need regularly, or shopping for fun.
"Do the shopping" implies shopping is a chore - buying regular necessities or perhaps shopping to stock up for a particular purpose or event.