Combine the flour, baking powder, salt, and matcha powder in a medium bowl. Using an electric mixer, beat the butter in a large bowl until soft. Add the sugar and continue mixing until light and fluffy, 2-3 minutes. Add the eggs one at a time, mixing to combine. Stir in the vanilla. Add the matcha mixture and the milk in increments, alternating between them. Stir until just combined.