Preheat the oven: to 350°F (175°C). Lightly oil an 8-inch round pan and line with parchment.
Mix the wet ingredients: In a medium bowl, whisk together the olive oil, eggs, maple syrup (or honey), lemon zest, lemon juice, and vanilla.
Combine the dry ingredients: In a separate bowl, whisk the almond flour, baking soda, and salt.
Fold together: Add the dry ingredients into the wet mixture, stirring gently until smooth.
Bake: Pour into the prepared pan and bake for 25–30 minutes, or until golden on top and a toothpick comes out clean.
Cool & glaze (optional): Let the cake cool completely before drizzling with the lemon-honey glaze for a soft sheen and extra brightness.