Ōkura is located in a mountainous north-central eastern Yamagata Prefecture, and includes Mount Gassan within its borders. The Mogami River runs through the village. The area is known for extremely heavy snows in winter. Its highest accumulation of snow recorded is 414 cm, second place in Japan after Sukayu Onsen in Aomori. Snow typically starts in November, and starts piling up on the ground by early December. The snow will usually stop by early May, but will not completely melt until mid-June. Similar to Sukayu Onsen, snowfalls of 50 to 100 cm in a single day are not uncommon at all.