Olearia gravis is a shrub that typically grows to a height of up to. Its leaves are arranged alternately along the branchlets, elliptic or egg-shaped, long and wide on a petiole up to long and with small point along the edges. The heads or daisy-like "flowers" are arranged singly on the ends of branches, and are in diameter on a peduncle up to long. Each head has 20 to 22 white ray florets surrounding 17 to 49 yellow discflorets. Flowering occurs from August to November and the fruit is a glabrousachene, the pappus with 31 to 39 bristles.