Vinorelbine is used alone and in combination with other medications to treat non-small cell lung cancer (NSCLC) that has spread to nearby tissues or to other parts of the body. Vinorelbine is in a class of medications called vinca alkaloids. It works by slowing or stopping the growth of cancer cells in your body.