Spread cream cheese into an even layer on a large plate or small platter. (The plate I used in my pictures is about 11" wide, and the cream cheese is spread about 9" across.)
Spread the chili sauce on top of the cream cheese, leaving a border of cream cheese showing. Then place the shredded cheese on the next layer, leaving a border of chili sauce showing.
Then add the shrimp, leaving a border of cheese showing. In the final layer, first place the green olives, then the red bell pepper, and cilantro. Sprinkle freshly ground black pepper over the center.
Serve immediately. Or June recommends refrigerating for a couple hours to let the flavors mingle. Enjoy with your favorite crackers.
Nutrition information is automatically calculated by Spoonacular. I am not a nutritionist and cannot guarantee accuracy. If your health depends on nutrition information, please calculate again with your own favorite calculator.