Beat butter at medium speed with an electric mixer until fluffy; add powdered and granulated sugars, beating well. Add eggs, oil, and lemon juice, beating until blended.
Combine flour and next 4 ingredients; gradually add to sugar mixture, beating until blended.
Shape dough into 1-inch balls, and place about 2 inches apart on lightly greased baking sheets.
Bake, in batches, at 350° for 9 to 11 minutes or until set. (Do not brown.) Remove to wire racks to cool.
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