Preheat oven to 325°F (165°C) and line a 9×9-inch pan with parchment paper
Mix graham cracker crumbs, sugar, and melted butter until evenly combined
Press firmly into the pan and bake for 10 minutes
Cook blueberries, sugar, and lemon juice over medium heat until berries burst
Stir in cornstarch slurry and simmer until thickened, then cool
Beat cream cheese until smooth, then mix in sugar
Add eggs one at a time, mixing just until combined
Mix in sour cream, lemon juice, lemon zest, and vanilla
Pour filling over cooled crust
Spoon blueberry sauce over the top and gently swirl
Bake for 38–42 minutes until edges are set and center slightly jiggles
Turn off oven, crack door, and cool inside for 30 minutes
Cool completely, then refrigerate for at least 4–6 hours
Lift out and slice with a sharp knife