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It all depends what do you want to do/obtain. My guide about using LNbits with a neutrino + LN node is dedicated for those who want a quick install for a LNbits for a shop/business. It is not a general rule. Please read the links inside the guide to understand further the case.
security tradeoff and I'd like to know how can this bite me back?
Breez, Zeus and Blixt mobile nodes are using neutrino. And are just fine. Same works for a desktop LN node.
Using a full core node have other practicalities but not always you need a full node, just to transact over Bitcoin network.