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Heat oil in large, non-stick skillet over medium-high heat.
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Add shrimp in single layer with salt and pepper. Cook shrimp until cooked through, about 2 to 3 minutes per side. Transfer cooked shrimp to plate and set aside.
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Reduce heat to medium and add ghee to skillet to melt. Add flour and stir until combined with ghee, pressing all clumps out with the edge of spoon until smooth.
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Add onions, celery, green onion and bell pepper to skillet. Season with cayenne, oregano, thyme, crushed red pepper, bay leaf and paprika. Cook until vegetables are tender, about 4 minutes.
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Add diced tomatoes and fish sauce. While stirring, slowly pour in chicken stock until fully incorporated and bring to rapid simmer. Stirring often, allow sauce to reduce for about 5 to 7 minutes.
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Once sauce has thickened, reduce heat to low and return shrimp to skillet. Stir to combine and serve over rice.