Spider veins and varicose veins are not the same, not all vein problems are alike, they might give a similar appearance but they are not equivalent. Most of the time varicose veins are taken as spider veins. Spider veins, sometimes also known as superficial leg veins. They occur when the smaller veins assemble below the surface of the skin, causing red, blue, or purple blemishes.