01 - Preheat oven to 325°F. Lightly grease a 9-inch springform pan and line the bottom with parchment paper.
02 - In a medium bowl, combine almond flour, powdered erythritol, melted butter, cinnamon, and salt until the mixture resembles damp sand. Press evenly into the bottom of the prepared pan. Bake for 10 to 12 minutes until just golden. Remove from oven and let cool.
03 - In a small saucepan, combine rhubarb, water, and powdered erythritol. Bring to a simmer over medium heat and cook for 8 to 10 minutes, stirring occasionally, until the rhubarb softens and the mixture thickens. Remove from heat, stir in vanilla extract, and set aside to cool.
04 - In a large bowl, beat softened cream cheese and powdered erythritol with a hand or stand mixer until completely smooth. Add eggs one at a time, mixing thoroughly after each addition. Blend in sour cream, vanilla extract, lemon zest, and heavy cream until fully incorporated and creamy.
05 - Pour the cheesecake filling over the cooled crust, spreading evenly. Drop spoonfuls of the rhubarb compote across the surface. Using a knife or skewer, gently drag through the compote and filling to create a marbled swirl pattern.
06 - Bake for 40 to 45 minutes, or until the edges are set and the center still has a slight jiggle. Turn off the oven, crack the door open, and let the cheesecake rest inside for 1 hour.
07 - Remove the cheesecake from the oven and allow it to cool to room temperature. Refrigerate for at least 2 hours before slicing and serving.