To prepare this Italian Olive Oil Cake gluten-free, substitute the all-purpose flour with a high-quality 1:1 gluten-free flour blend. Ensure the blend contains xanthan gum or a similar binding agent for best texture. Verify all additional ingredients, such as baking powder and powdered sugar, are certified gluten-free.