Preheat oven to 350℉. Line a 9"x 13” pan with parchment paper or spray it generously with nonstick cooking spray.: As the oven comes up to temperature you will notice a faint dry heat smell, which tells you the environment is ready to set the topping and fruit. Ensuring the pan is properly prepared prevents sticking and makes removal simple, which is especially helpful with a sticky fruit layer. A common mistake is not lining the pan fully, which can cause edges to adhere and crumble when you try to lift them out; avoid this by letting parchment overhang the sides for easy removal.
In a medium bowl, stir together flour, oats, brown sugar, baking powder, and cinnamon. Add melted butter and maple syrup, and stir until clumps of dough begin to form.: When you add the warm unsalted butter and pure maple syrup , the dry mix will darken slightly and small clusters will appear, releasing a toasty, sweet aroma. This is the moment the mixture transitions from dusty to tactile, so mix just until clumps form to preserve the crumbly texture. Overmixing will yield a heavier, less crunchy topping, so stop as soon as you see uniform clumps.
Press two thirds of the crumble mixture into the bottom of the pan and smooth it into an even layer. Set remaining crumble mixture aside. Bake crust for 10 minutes while you prepare the blueberry layer.: Pressing creates a compact base that will hold the fruit without sinking, and you should feel the resistance under your fingers as it firms. As the crust par-bakes the room will fill with a warm, oat forward scent and edges will start to pale golden. A common error is pressing unevenly which leads to thin spots that bubble during baking; take an extra moment to even it for consistent texture.
In a medium bowl, stir blueberries, sugar, cornstarch, lemon juice, and lemon zest until evenly combined.: As you mix, the granulated sugar will begin to draw juice from the blueberries , and the cornstarch will cloak those juices so the filling becomes glossy rather than watery. The lemon components will introduce a bright citrus scent that balances sweetness. If you skip the cornstarch the filling may become too loose and make slicing messy, so be sure it is well incorporated.
Spread blueberry mixture evenly over the par-baked crumble crust.: Gently distribute the filling so the berries are in an even layer, using the back of a spoon to guide any excess juices. You should hear a soft plop as berries settle and see an even, jewel toned blanket over the crust. Avoid pressing the fruit into the crust, which can compact it and prevent proper baking.
Sprinkle the remaining crumble mixture over the top of the blueberries. Bake for 60-65 minutes, or until the crumble is golden brown and crisp.: Once the top is covered, the oven will coax the juices to bubble and the crumbs to brown to a deep golden color with nutty aromas. Listen for gentle bubbling around the edges as a sign the filling is set, and watch the top so it does not darken too quickly. A typical misstep is underbaking to preserve color, which leaves the center too loose; bake until you see steady bubbling and a deeply golden topping.
Allow bars to cool completely in the pan. Then remove them from the pan using the parchment paper and cut into your desired size. You can also pop the bars in the fridge for an hour to make slicing even easier if needed.: Cooling is essential because it lets the cornstarch finish its thickening, turning the bubbling juices into a sliceable filling. You will notice the bars firming and the aroma mellowing into a concentrated fruit sweetness. Rushing to cut while warm often results in gooey, misshapen pieces, so be patient or chill briefly for neat slices.