Selecting: Brown rice can be found at just about any grocery store. However, it is recommended that you specifically choose organic brown rice during pregnancy, as it has less arsenic. Storing: Make sure you store brown rice in an airtight container. It should not be kept in an environment with very high temperatures. It should also be kept away from moisture and light. If you follow these guidelines, your brown rice will have a shelf life of about 6 months.