Mix whole wheat flour, baking powder, green tea powder, and salt in a bowl.
Cut cold butter into small pieces and mix in by hand until crumbly.
Add chopped walnuts and gently mix.
Add milk, sugar, and egg, then combine into a dough.
Flatten the dough and cut into desired sizes.
Bake in a preheated oven at 180°C for 20 minutes.