Alpine Lake / Ata Puai is a small lake in the West Coast Region of New Zealand.

The lake is located 6 kilometres (3.7 mi) south of Ōkārito and 4 kilometres (2.5 mi) west of the larger Lake Mapourika.

"Alpine" is something of a misnomer as the lake is only 4 kilometres (2.5 mi) from the sea and at an elevation of less than 100 metres (330 ft).

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