The accuracy is the ratio of right to wrong predictions. Since this depends on the data, you will get a different accuracy with different data. This is perfectly normal.

The TestOOS accuracy is based on a single test and not very relevant. The WFA accuracy is relevant. But if you get consistently a better TestOOS accuracy, the WFA period might be bad choosen.