Prep the pan and oven: Line an 8x8-inch pan with parchment, leaving overhang for easy lifting. Preheat the oven to 325°F (163°C).
Make the crust: In a bowl, mix almond flour, granulated sweetener, and salt.
Stir in melted butter and vanilla until the mixture looks like damp sand.
Press and pre-bake: Firmly press the crust into an even layer in the pan. Bake for 10–12 minutes until lightly golden at the edges. Set aside to cool slightly.
Beat the cream cheese: In a large bowl, beat softened cream cheese on medium speed for 1–2 minutes until smooth and lump-free.
Add sweetener and salt: Mix in powdered sweetener and a pinch of salt until creamy, scraping the bowl as needed.
Blend in eggs: Add eggs one at a time on low speed, mixing just until combined to avoid excess air.
Finish the batter: Mix in sour cream, vanilla, lemon zest, and lemon juice until smooth.
The batter should be silky, not whipped.
Assemble: Pour the filling over the warm crust and smooth the top with a spatula. Tap the pan gently to release any air bubbles.
Bake low and slow: Bake at 325°F (163°C) for 25–30 minutes. The edges should be set and the center slightly wobbly, like gelatin.
Cool gradually: Turn off the oven, prop the door open, and let the pan sit for 10 minutes.
Then move to a rack to cool to room temperature.
Chill and set: Cover and refrigerate for at least 4 hours, preferably overnight, to set fully and develop flavor.
Slice and serve: Use the parchment to lift the slab onto a cutting board. Wipe the knife between cuts for clean squares. Garnish with extra zest or berries if you like.