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It's fine as a modifier ("it's a delicatessen salad") but not on its own ("it's a delicatessen")

Delicatessen is also plural in German if you use it to mean "delicacy", instead of an adjective ("chai tea"-style).

False. It's fine as a noun if you leave off the article, which OP did.