diff --git a/jvm-packages/xgboost4j/src/native/xgboost4j-gpu.cu b/jvm-packages/xgboost4j/src/native/xgboost4j-gpu.cu
index a705751b1..bd428189f 100644
--- a/jvm-packages/xgboost4j/src/native/xgboost4j-gpu.cu
+++ b/jvm-packages/xgboost4j/src/native/xgboost4j-gpu.cu
@@ -132,7 +132,7 @@ class DataIteratorProxy {
   bool cache_on_host_{true}; // TODO(Bobby): Make this optional.
 
   template <typename T>
-  using Alloc = xgboost::common::cuda::pinned_allocator<T>;
+  using Alloc = xgboost::common::cuda_impl::pinned_allocator<T>;
   template <typename U>
   using HostVector = std::vector<U, Alloc<U>>;
 
diff --git a/src/common/cuda_pinned_allocator.h b/src/common/cuda_pinned_allocator.h
index 6fe1757fd..c53ae4517 100644
--- a/src/common/cuda_pinned_allocator.h
+++ b/src/common/cuda_pinned_allocator.h
@@ -1,20 +1,19 @@
-/*!
- * Copyright 2022 by XGBoost Contributors
- * \file common.h
- * \brief cuda pinned allocator for usage with thrust containers
+/**
+ * Copyright 2022-2024, XGBoost Contributors
+ *
+ * @brief cuda pinned allocator for usage with thrust containers
  */
 
 #pragma once
 
-#include <cstddef>
-#include <limits>
+#include <cuda_runtime.h>
+
+#include <cstddef>  // for size_t
+#include <limits>   // for numeric_limits
 
 #include "common.h"
 
-namespace xgboost {
-namespace common {
-namespace cuda {
-
+namespace xgboost::common::cuda_impl {
 // \p pinned_allocator is a CUDA-specific host memory allocator
 //  that employs \c cudaMallocHost for allocation.
 //
@@ -22,72 +21,94 @@ namespace cuda {
 // that Thrust used to provide.
 //
 //  \see https://en.cppreference.com/w/cpp/memory/allocator
-template <typename T>
-class pinned_allocator;
-
-template <>
-class pinned_allocator<void> {
- public:
-  using value_type      = void;            // NOLINT: The type of the elements in the allocator
-  using pointer         = void*;           // NOLINT: The type returned by address() / allocate()
-  using const_pointer   = const void*;     // NOLINT: The type returned by address()
-  using size_type       = std::size_t;     // NOLINT: The type used for the size of the allocation
-  using difference_type = std::ptrdiff_t;  // NOLINT: The type of the distance between two pointers
-
-  template <typename U>
-  struct rebind {                       // NOLINT
-    using other = pinned_allocator<U>;  // NOLINT: The rebound type
-  };
-};
-
 
 template <typename T>
-class pinned_allocator {
- public:
-  using value_type      = T;               // NOLINT: The type of the elements in the allocator
-  using pointer         = T*;              // NOLINT: The type returned by address() / allocate()
-  using const_pointer   = const T*;        // NOLINT: The type returned by address()
-  using reference       = T&;              // NOLINT: The parameter type for address()
-  using const_reference = const T&;        // NOLINT: The parameter type for address()
-  using size_type       = std::size_t;     // NOLINT: The type used for the size of the allocation
-  using difference_type = std::ptrdiff_t;  // NOLINT: The type of the distance between two pointers
+struct PinnedAllocPolicy {
+  using pointer = T*;              // NOLINT: The type returned by address() / allocate()
+  using const_pointer = const T*;  // NOLINT: The type returned by address()
+  using size_type = std::size_t;   // NOLINT: The type used for the size of the allocation
+  using value_type = T;            // NOLINT: The type of the elements in the allocator
 
-  template <typename U>
-  struct rebind {                       // NOLINT
-    using other = pinned_allocator<U>;  // NOLINT: The rebound type
-  };
+  size_type max_size() const {  // NOLINT
+    return std::numeric_limits<size_type>::max() / sizeof(value_type);
+  }
 
-  XGBOOST_DEVICE inline pinned_allocator() {}; // NOLINT: host/device markup ignored on defaulted functions
-  XGBOOST_DEVICE inline ~pinned_allocator() {} // NOLINT: host/device markup ignored on defaulted functions
-  XGBOOST_DEVICE inline pinned_allocator(pinned_allocator const&) {} // NOLINT: host/device markup ignored on defaulted functions
-
-  pinned_allocator& operator=(pinned_allocator const& that) = default;
-  pinned_allocator& operator=(pinned_allocator&& that) = default;
-
-  template <typename U>
-  XGBOOST_DEVICE inline pinned_allocator(pinned_allocator<U> const&) {} // NOLINT
-
-  XGBOOST_DEVICE inline pointer address(reference r) { return &r; } // NOLINT
-  XGBOOST_DEVICE inline const_pointer address(const_reference r) { return &r; } // NOLINT
-
-  inline pointer allocate(size_type cnt, const_pointer = nullptr) { // NOLINT
-    if (cnt > this->max_size()) { throw std::bad_alloc(); }  // end if
+  pointer allocate(size_type cnt, const_pointer = nullptr) {  // NOLINT
+    if (cnt > this->max_size()) {
+      throw std::bad_alloc{};
+    }  // end if
 
     pointer result(nullptr);
     dh::safe_cuda(cudaMallocHost(reinterpret_cast<void**>(&result), cnt * sizeof(value_type)));
     return result;
   }
 
-  inline void deallocate(pointer p, size_type) { dh::safe_cuda(cudaFreeHost(p)); } // NOLINT
-
-  inline size_type max_size() const { return (std::numeric_limits<size_type>::max)() / sizeof(T); } // NOLINT
-
-  XGBOOST_DEVICE inline bool operator==(pinned_allocator const& x) const { return true; }
-
-  XGBOOST_DEVICE inline bool operator!=(pinned_allocator const& x) const {
-    return !operator==(x);
-  }
+  void deallocate(pointer p, size_type) { dh::safe_cuda(cudaFreeHost(p)); }  // NOLINT
 };
-}  // namespace cuda
-}  // namespace common
-}  // namespace xgboost
+
+template <typename T>
+struct ManagedAllocPolicy {
+  using pointer = T*;              // NOLINT: The type returned by address() / allocate()
+  using const_pointer = const T*;  // NOLINT: The type returned by address()
+  using size_type = std::size_t;   // NOLINT: The type used for the size of the allocation
+  using value_type = T;            // NOLINT: The type of the elements in the allocator
+
+  size_type max_size() const {  // NOLINT
+    return std::numeric_limits<size_type>::max() / sizeof(value_type);
+  }
+
+  pointer allocate(size_type cnt, const_pointer = nullptr) {  // NOLINT
+    if (cnt > this->max_size()) {
+      throw std::bad_alloc{};
+    }  // end if
+
+    pointer result(nullptr);
+    dh::safe_cuda(cudaMallocManaged(reinterpret_cast<void**>(&result), cnt * sizeof(value_type)));
+    return result;
+  }
+
+  void deallocate(pointer p, size_type) { dh::safe_cuda(cudaFree(p)); }  // NOLINT
+};
+
+template <typename T, template <typename> typename Policy>
+class CudaHostAllocatorImpl : public Policy<T> {  // NOLINT
+ public:
+  using value_type = typename Policy<T>::value_type;        // NOLINT
+  using pointer = typename Policy<T>::pointer;              // NOLINT
+  using const_pointer = typename Policy<T>::const_pointer;  // NOLINT
+  using size_type = typename Policy<T>::size_type;          // NOLINT
+
+  using reference = T&;              // NOLINT: The parameter type for address()
+  using const_reference = const T&;  // NOLINT: The parameter type for address()
+
+  using difference_type = std::ptrdiff_t;  // NOLINT: The type of the distance between two pointers
+
+  template <typename U>
+  struct rebind {                                    // NOLINT
+    using other = CudaHostAllocatorImpl<U, Policy>;  // NOLINT: The rebound type
+  };
+
+  CudaHostAllocatorImpl() = default;
+  ~CudaHostAllocatorImpl() = default;
+  CudaHostAllocatorImpl(CudaHostAllocatorImpl const&) = default;
+
+  CudaHostAllocatorImpl& operator=(CudaHostAllocatorImpl const& that) = default;
+  CudaHostAllocatorImpl& operator=(CudaHostAllocatorImpl&& that) = default;
+
+  template <typename U>
+  CudaHostAllocatorImpl(CudaHostAllocatorImpl<U, Policy> const&) {}  // NOLINT
+
+  pointer address(reference r) { return &r; }              // NOLINT
+  const_pointer address(const_reference r) { return &r; }  // NOLINT
+
+  bool operator==(CudaHostAllocatorImpl const& x) const { return true; }
+
+  bool operator!=(CudaHostAllocatorImpl const& x) const { return !operator==(x); }
+};
+
+template <typename T>
+using pinned_allocator = CudaHostAllocatorImpl<T, PinnedAllocPolicy>;  // NOLINT
+
+template <typename T>
+using managed_allocator = CudaHostAllocatorImpl<T, ManagedAllocPolicy>;  // NOLINT
+}  // namespace xgboost::common::cuda_impl
diff --git a/src/data/ellpack_page_source.cu b/src/data/ellpack_page_source.cu
index 2927d028c..342ac8da7 100644
--- a/src/data/ellpack_page_source.cu
+++ b/src/data/ellpack_page_source.cu
@@ -20,7 +20,7 @@
 
 namespace xgboost::data {
 struct EllpackHostCache {
-  thrust::host_vector<std::int8_t, common::cuda::pinned_allocator<std::int8_t>> cache;
+  thrust::host_vector<std::int8_t, common::cuda_impl::pinned_allocator<std::int8_t>> cache;
 
   void Resize(std::size_t n, dh::CUDAStreamView stream) {
     stream.Sync();  // Prevent partial copy inside resize.
diff --git a/src/tree/gpu_hist/evaluate_splits.cuh b/src/tree/gpu_hist/evaluate_splits.cuh
index 8c387f632..e82bcbf82 100644
--- a/src/tree/gpu_hist/evaluate_splits.cuh
+++ b/src/tree/gpu_hist/evaluate_splits.cuh
@@ -57,7 +57,7 @@ struct CatAccessor {
 class GPUHistEvaluator {
   using CatST = common::CatBitField::value_type;  // categorical storage type
   // use pinned memory to stage the categories, used for sort based splits.
-  using Alloc = xgboost::common::cuda::pinned_allocator<CatST>;
+  using Alloc = xgboost::common::cuda_impl::pinned_allocator<CatST>;
 
  private:
   TreeEvaluator tree_evaluator_;
diff --git a/tests/cpp/common/test_cuda_host_allocator.cu b/tests/cpp/common/test_cuda_host_allocator.cu
new file mode 100644
index 000000000..c8e25564a
--- /dev/null
+++ b/tests/cpp/common/test_cuda_host_allocator.cu
@@ -0,0 +1,36 @@
+/**
+ * Copyright 2024, XGBoost Contributors
+ */
+#include <gtest/gtest.h>
+#include <xgboost/context.h>  // for Context
+
+#include <vector>
+
+#include "../../../src/common/cuda_pinned_allocator.h"
+#include "../../../src/common/device_helpers.cuh"  // for DefaultStream
+#include "../../../src/common/numeric.h"           // for Iota
+
+namespace xgboost {
+TEST(CudaHostMalloc, Pinned) {
+  std::vector<float, common::cuda_impl::pinned_allocator<float>> vec;
+  vec.resize(10);
+  ASSERT_EQ(vec.size(), 10);
+  Context ctx;
+  common::Iota(&ctx, vec.begin(), vec.end(), 0);
+  float k = 0;
+  for (auto v : vec) {
+    ASSERT_EQ(v, k);
+    ++k;
+  }
+}
+
+TEST(CudaHostMalloc, Managed) {
+  std::vector<float, common::cuda_impl::managed_allocator<float>> vec;
+  vec.resize(10);
+#if defined(__linux__)
+  dh::safe_cuda(
+      cudaMemPrefetchAsync(vec.data(), vec.size() * sizeof(float), 0, dh::DefaultStream()));
+#endif
+  dh::DefaultStream().Sync();
+}
+}  // namespace xgboost