Red bean paste (azuki), refined sugar, mochi rice cakes, and flour are often used as the main ingredients for wagashi. Wagashi are relatively small, low calorie, and made from plant-based materials: dairy produce, including milk, butter, and cream are rarely used for wagashi.
Source: wiktionary