Serving and Storing - Store the pecan pie in the freezer. When you are ready to serve, let the pecan pie thaw 10 minutes at room temperature before serving. The pie should be served within 20 minutes of thawing. They will soften too much if left out at room temperature. Store leftover in the freezer for up to 2 months.