diff --git a/Project.toml b/Project.toml
index 0913e442..82fcfe48 100644
--- a/Project.toml
+++ b/Project.toml
@@ -16,6 +16,7 @@ StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
 [weakdeps]
 GPUArrays = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
 KernelAbstractions = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+Mooncake = "da2b9cff-9c12-43a0-ae48-6db2b0edb7d6"
 Optimisers = "3bd65402-5787-11e9-1adc-39752487f4e2"
 Reactant = "3c362404-f566-11ee-1572-e11a4b42c853"
 RecursiveArrayTools = "731186ca-8d62-57ce-b412-fbd966d074cd"
@@ -27,6 +28,7 @@ Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 [extensions]
 ComponentArraysGPUArraysExt = "GPUArrays"
 ComponentArraysKernelAbstractionsExt = "KernelAbstractions"
+ComponentArraysMooncakeExt = "Mooncake"
 ComponentArraysOptimisersExt = "Optimisers"
 ComponentArraysReactantExt = "Reactant"
 ComponentArraysRecursiveArrayToolsExt = "RecursiveArrayTools"
@@ -45,6 +47,7 @@ GPUArrays = "10.3.1, 11"
 KernelAbstractions = "0.9.29"
 LinearAlgebra = "1.10"
 Optimisers = "0.3, 0.4"
+Mooncake = "0.5"
 Reactant = "0.2.15"
 RecursiveArrayTools = "3.8"
 ReverseDiff = "1.15"
diff --git a/ext/ComponentArraysMooncakeExt.jl b/ext/ComponentArraysMooncakeExt.jl
new file mode 100644
index 00000000..8fccd8f9
--- /dev/null
+++ b/ext/ComponentArraysMooncakeExt.jl
@@ -0,0 +1,14 @@
+module ComponentArraysMooncakeExt
+
+using ComponentArrays, Mooncake
+
+# ComponentVector handling in @from_rrule
+function Mooncake.increment_and_get_rdata!(
+        f::Mooncake.FData{@NamedTuple{data::A, axes::Mooncake.NoFData}},
+        r::Mooncake.NoRData,
+        t::A,
+    ) where {P <: Union{Base.IEEEFloat, Complex{<:Base.IEEEFloat}}, A <: Array{P}}
+    return Mooncake.increment_and_get_rdata!(f.data[:data], r, t)
+end
+
+end