To keep your creamy potato salad fresh, store it in an airtight container in the refrigerator, extending its longevity for about three to five days. Add mayonnaise just before serving for optimal freshness. For added flavor, consider including a splash of vinegar, or add ingredients like diced bacon or herbs.