Olearia chrysophylla is a shrub that typically grows to a height of up to. It has scattered elliptic leaves arranged in opposite pairs, long and wide on a petiole up to long, the edges of the leaves sometimes with indistinct teeth. The upper surface of the leaves is glabrous but the lower surface is covered with felt-like, pale brown hairs. The heads or daisy-like "flowers" are arranged on the ends of branchlets and are in diameter on a peduncle up to long. Each head has four to seven white ray florets surrounding twelve to fourteen yellow disc florets. Flowering occurs from November to January and the fruit is a glabrous achene, the pappus with 73 to 85 bristles in two rows.