Mine have always had tap water, but it depends what your local water supply is like. If you trust it enough to drink it straight from the tap, it should be fine for the youngster.
I'm sure bottled spring water will be fine. I'd have a quick check of the label to make sure it hasn't been treated with anything, but I guess the lack of additives will be one of the selling points.