Is there a store where I can buy Japanese Food in Kunming?

Depends on what you are looking for. Carrefour, Wall-Mart, Metro and Paul's Shop on Wen Hua Xiang has a Japanese selection. As for Japanese food, a lot of the products are quite similar to Chinese ingredients so just find out what the chinese equivalent is called. If not, Metro is your best choise.