The largest volcano in the world is Mauna Kea in Hawaii, measured from its base on the ocean floor to its summit. However, the largest volcano by area is Tamu Massif, an extinct shield volcano located on the Shatsky Rise in the northwest Pacific Ocean.
It's important to be specific when discussing volcanoes, as there are many ways to define "largest" (by area, volume, height, etc.)!
