Prep the pan and oven: Preheat oven to 350°F (175°C). Line an 8-inch square baking pan with parchment, leaving overhang for easy lifting.
Make the crumble base: In a large bowl, stir together 1 1/2 cups rolled oats, 1 cup flour, 1/3 cup light brown sugar, 1/2 teaspoon salt, and 1/2 teaspoon cinnamon.
Add the wet ingredients: Melt 8 tablespoons (1 stick) unsalted butter.
Stir in 2 tablespoons honey or maple syrup, 1/4 cup Greek yogurt, and 1 teaspoon vanilla. Pour into the dry ingredients and mix until clumps form and no dry pockets remain.
Press the crust: Transfer about 2/3 of the crumble to the pan. Press firmly into an even layer.
Keep the remaining 1/3 for the topping.
Make the blueberry filling: In a bowl, combine 2 1/2 cups blueberries, 1 tablespoon lemon juice, 1 teaspoon lemon zest, 1 teaspoon vanilla, and 2 teaspoons cornstarch. Add 1–2 tablespoons brown sugar if your berries are very tart.
Assemble: Spread the blueberry mixture evenly over the crust. Sprinkle the remaining crumble on top.
For extra crunch, add 1/4 cup chopped nuts or 2 tablespoons chia or coconut over the topping.
Bake: Bake 35–42 minutes, until the top is golden and the blueberry layer is bubbling around the edges.
Cool completely: Let the pan cool on a rack for at least 1 hour. For the cleanest slices, chill 30–60 minutes after cooling.
Slice and serve: Lift the slab out with the parchment and cut into 9–12 bars. Enjoy warm or at room temperature.