If your closet is still busting at the seams, don't worry. Divide your wardrobe into seasons. Then, compress clothes for other seasons and store them in the back of your closet. Never place leather, silk, cashmere, or wool in compression bags or it'll ruin them.
You can also simply pack seasonal clothing in a box in your basement or attic, or rent a small storage space.