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The invasive alga didymo has spread to Lake Wakatipu's Queenstown Bay.
Though there is a risk of the pest spreading into other waterways from the lake, the main threat will be to the lake's appearance.
Biosecurity New Zealand spokesman Jeff Donaldson said the didymo should not bother bathers or spread to the sandy beach.