diff --git a/cpp/include/raft/neighbors/detail/cagra/cagra_build.cuh b/cpp/include/raft/neighbors/detail/cagra/cagra_build.cuh
index d19d7e7904..80e964df57 100644
--- a/cpp/include/raft/neighbors/detail/cagra/cagra_build.cuh
+++ b/cpp/include/raft/neighbors/detail/cagra/cagra_build.cuh
@@ -28,6 +28,7 @@
 #include <raft/core/host_mdarray.hpp>
 #include <raft/core/host_mdspan.hpp>
 #include <raft/core/logger.hpp>
+#include <raft/core/resource/detail/device_memory_resource.hpp>
 #include <raft/distance/distance_types.hpp>
 #include <raft/spatial/knn/detail/ann_utils.cuh>
 
@@ -46,6 +47,7 @@ void build_knn_graph(raft::resources const& res,
                      std::optional<ivf_pq::index_params> build_params   = std::nullopt,
                      std::optional<ivf_pq::search_params> search_params = std::nullopt)
 {
+  resource::detail::warn_non_pool_workspace(res, "raft::neighbors::cagra::build");
   RAFT_EXPECTS(!build_params || build_params->metric == distance::DistanceType::L2Expanded,
                "Currently only L2Expanded metric is supported");
 
diff --git a/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh b/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh
index 8190817b5b..b484fa55f9 100644
--- a/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh
+++ b/cpp/include/raft/neighbors/detail/cagra/cagra_search.cuh
@@ -22,6 +22,8 @@
 
 #include <raft/core/device_mdspan.hpp>
 #include <raft/core/host_mdspan.hpp>
+#include <raft/core/nvtx.hpp>
+#include <raft/core/resource/detail/device_memory_resource.hpp>
 #include <raft/core/resources.hpp>
 #include <raft/neighbors/cagra_types.hpp>
 #include <rmm/cuda_stream_view.hpp>
@@ -60,17 +62,21 @@ void search_main(raft::resources const& res,
                  raft::device_matrix_view<internal_IdxT, int64_t, row_major> neighbors,
                  raft::device_matrix_view<DistanceT, int64_t, row_major> distances)
 {
+  resource::detail::warn_non_pool_workspace(res, "raft::neighbors::cagra::search");
   RAFT_LOG_DEBUG("# dataset size = %lu, dim = %lu\n",
                  static_cast<size_t>(index.dataset().extent(0)),
                  static_cast<size_t>(index.dataset().extent(1)));
   RAFT_LOG_DEBUG("# query size = %lu, dim = %lu\n",
                  static_cast<size_t>(queries.extent(0)),
                  static_cast<size_t>(queries.extent(1)));
-  RAFT_EXPECTS(queries.extent(1) == index.dim(), "Querise and index dim must match");
+  RAFT_EXPECTS(queries.extent(1) == index.dim(), "Queries and index dim must match");
   const uint32_t topk = neighbors.extent(1);
 
   if (params.max_queries == 0) { params.max_queries = queries.extent(0); }
 
+  common::nvtx::range<common::nvtx::domain::raft> fun_scope(
+    "cagra::search(max_queries = %u, k = %u, dim = %zu)", params.max_queries, topk, index.dim());
+
   std::unique_ptr<search_plan_impl<T, internal_IdxT, DistanceT>> plan =
     factory<T, internal_IdxT, DistanceT>::create(
       res, params, index.dim(), index.graph_degree(), topk);
diff --git a/cpp/include/raft/neighbors/detail/cagra/cagra_serialize.cuh b/cpp/include/raft/neighbors/detail/cagra/cagra_serialize.cuh
index 2c9cbd2563..234911e15c 100644
--- a/cpp/include/raft/neighbors/detail/cagra/cagra_serialize.cuh
+++ b/cpp/include/raft/neighbors/detail/cagra/cagra_serialize.cuh
@@ -17,6 +17,7 @@
 #pragma once
 
 #include <raft/core/mdarray.hpp>
+#include <raft/core/nvtx.hpp>
 #include <raft/core/serialize.hpp>
 #include <raft/neighbors/cagra_types.hpp>
 
@@ -54,6 +55,8 @@ void serialize(raft::resources const& res,
                const index<T, IdxT>& index_,
                bool include_dataset)
 {
+  common::nvtx::range<common::nvtx::domain::raft> fun_scope("cagra::serialize");
+
   RAFT_LOG_DEBUG(
     "Saving CAGRA index, size %zu, dim %u", static_cast<size_t>(index_.size()), index_.dim());
 
@@ -113,6 +116,8 @@ void serialize(raft::resources const& res,
 template <typename T, typename IdxT>
 auto deserialize(raft::resources const& res, std::istream& is) -> index<T, IdxT>
 {
+  common::nvtx::range<common::nvtx::domain::raft> fun_scope("cagra::deserialize");
+
   char dtype_string[4];
   is.read(dtype_string, 4);