Lower the oven. Lower the oven temperature to 325°F (160°C).
Beat the cream cheese. In a large bowl, beat the room temperature cream cheese on medium speed until smooth and fluffy, about 2 to 3 minutes. Scrape down the sides of the bowl.
Add the sour cream and sugar. Add the sour cream and granulated sugar and beat until completely smooth.
Add the eggs and caramel. Turn the mixer to low. Add the eggs one at a time, mixing just until each one disappears. With the last egg, add the vanilla and ¼ cup of cooled salted caramel. Mix just until smooth. Don't overmix, because extra air leads to cracks.
Pour. Pour the filling over the cooled crust and smooth the top.
Swirl in the caramel. Dollop ¼ cup of room temperature caramel in small spoonfuls all over the top of the batter. Drag a butter knife or skewer through the dollops in figure eights to make pretty ribbons. Keep the swirls near the surface and don't overdo it. A few passes is all you need!