Heat a tablespoon of coconut oil in your skillet or wok over medium heat until shimmering, and add the curry powder. Toast for about 30 seconds until fragrant, stirring constantly—this deepens the flavor.
Add the minced garlic and grated ginger to the spice mixture, cooking for about 1 minute. The aroma will become warm and spicy, and you'll see the mixture bubbling gently.
Pour in the coconut milk, stirring gently to combine with the fragrant spice mixture. Bring it to a gentle simmer and let it bubble softly for 3 minutes, watching for a rich, glossy appearance.
Gently add the shrimp to the simmering sauce, spreading them out evenly. Cook for 3-4 minutes, stirring occasionally, until they turn pink, curl up, and feel firm when pressed.
Remove the skillet from heat and squeeze fresh lime juice over the curry. Taste and adjust with more lime or salt if needed, to brighten and balance the flavors.
Sprinkle chopped cilantro over the top for a fresh, peppery burst of flavor. Serve the curry hot over jasmine rice or with warm naan, enjoying the creamy, vibrant dish.