NANafisa Alamincodengocool.hashnode.dev·Mar 2 · 5 min readWhy Shallow Copies Fail on Nested DataWhen working with nested data structures—lists of dictionaries, dictionaries of lists, trees of mutable objects—a shallow copy does not replicate state. It replicates only the top-level container. The00