Which Drake album won Best Rap Album at the Grammy Awards? This image appears in the gallery:QUIZ: How Well Do You Know Drake? 23. Which Drake album won Best Rap Album at the Grammy Awards? 28 images See the full gallery: QUIZ: How Well Do You Know Drake?