Since bike shorts are form-fitting, you can pair them with a loose shirt like a tee or sweater. And, if you get a pair that are high-waisted, you can pair them with a cropped shirt. Matching sets are also trendy right now, so you can check and see if a retailer has a matching tank top or shirt made of the same fabric and color.