Always read the store's policy about returns before buying, especially online. Clearance clothing is sometimes non-returnable as it may be a style or brand the store is no longer going to sell after that season.
Sometimes, it's better to shop for clearance clothing in store so you can try it on and avoid buying something that doesn't fit quite right. Some stores do allow you to buy online and return in store to make things easier.