RelativeLayout and GridLayout allow for flexible layout design in Android applications. RelativeLayout positions elements relative to each other and the parent container using properties like alignParentTop, below, and toRightOf. GridLayout divides space into rows and columns, allowing elements to span multiple cells. It provides solutions for alignment issues in nested layouts and improves performance over deeply nested designs.