From herbs to flowers, many small plants will do well in a deck rail box planter. Some people even grow vegetables, but we recommend using your deck planters for decoration unless you know what you’re doing. When designing your outdoor living space, we will recommend many beautiful species of plants and flowers that you can grow in your planter boxes, depending on their size.