diff --git a/src/ros2_medkit_gateway/include/ros2_medkit_gateway/data/ros2_topic_data_provider.hpp b/src/ros2_medkit_gateway/include/ros2_medkit_gateway/data/ros2_topic_data_provider.hpp
index 70e3e3df5..5da82fd84 100644
--- a/src/ros2_medkit_gateway/include/ros2_medkit_gateway/data/ros2_topic_data_provider.hpp
+++ b/src/ros2_medkit_gateway/include/ros2_medkit_gateway/data/ros2_topic_data_provider.hpp
@@ -25,6 +25,7 @@
 #include <optional>
 #include <string>
 #include <unordered_map>
+#include <unordered_set>
 
 #include <rclcpp/serialized_message.hpp>
 
@@ -93,6 +94,7 @@ class Ros2TopicDataProvider final : public TopicDataProvider {
     std::size_t graph_events_received;
     std::size_t concurrent_cold_waits;
     std::size_t cold_wait_cap;
+    std::size_t unsupported_type_count;
   };
 
   Ros2TopicDataProvider(std::shared_ptr<ros2_common::Ros2SubscriptionExecutor> exec,
@@ -166,6 +168,14 @@ class Ros2TopicDataProvider final : public TopicDataProvider {
   std::shared_ptr<ros2_common::Ros2SubscriptionExecutor> exec_;
   std::shared_ptr<ros2_medkit_serialization::JsonSerializer> serializer_;
 
+  // Message types whose package is not installed: warned once, then skipped on
+  // subsequent samples instead of re-attempting deserialize per message.
+  // Bounded by kMaxUnsupportedTypes so a stack advertising many distinct
+  // unknown types cannot grow the cache without limit.
+  static constexpr std::size_t kMaxUnsupportedTypes = 4096;
+  mutable std::mutex unsupported_types_mtx_;
+  std::unordered_set<std::string> unsupported_types_;
+
   std::atomic<bool> shutdown_{false};
 
   // Shared alive flag for graph callback: registered with the executor so the
diff --git a/src/ros2_medkit_gateway/src/data/ros2_topic_data_provider.cpp b/src/ros2_medkit_gateway/src/data/ros2_topic_data_provider.cpp
index 40197df15..ff5dce80e 100644
--- a/src/ros2_medkit_gateway/src/data/ros2_topic_data_provider.cpp
+++ b/src/ros2_medkit_gateway/src/data/ros2_topic_data_provider.cpp
@@ -486,6 +486,13 @@ tl::expected<TopicSampleResult, ErrorInfo> Ros2TopicDataProvider::sample(const s
     result.has_data = false;
     return result;
   }
+  {
+    std::lock_guard<std::mutex> lk(unsupported_types_mtx_);
+    if (unsupported_types_.count(type_name) != 0) {
+      result.has_data = false;
+      return result;
+    }
+  }
   try {
     result.data = serializer_->deserialize(type_name, serialized_copy);
     result.has_data = true;
@@ -493,8 +500,20 @@ tl::expected<TopicSampleResult, ErrorInfo> Ros2TopicDataProvider::sample(const s
       result.timestamp_ns = msg_ns;
     }
   } catch (const ros2_medkit_serialization::TypeNotFoundError & e) {
-    RCLCPP_WARN(exec_->node()->get_logger(), "Unknown type '%s' for topic '%s': %s", type_name.c_str(), topic.c_str(),
-                e.what());
+    bool first_seen = false;
+    {
+      std::lock_guard<std::mutex> lk(unsupported_types_mtx_);
+      // Cap the cache: past the bound stop tracking (and stop warning) rather
+      // than grow memory without limit on a graph with many unknown types.
+      if (unsupported_types_.size() < kMaxUnsupportedTypes) {
+        first_seen = unsupported_types_.insert(type_name).second;
+      }
+    }
+    if (first_seen) {
+      RCLCPP_WARN(exec_->node()->get_logger(),
+                  "Unknown type '%s' for topic '%s': %s (skipping further samples of this type)", type_name.c_str(),
+                  topic.c_str(), e.what());
+    }
     result.has_data = false;
   } catch (const ros2_medkit_serialization::SerializationError & e) {
     RCLCPP_WARN(exec_->node()->get_logger(), "Deserialize failed on '%s': %s", topic.c_str(), e.what());
@@ -933,6 +952,7 @@ nlohmann::json Ros2TopicDataProvider::x_medkit_stats() const {
       {"graph_events_received", p.graph_events_received},
       {"concurrent_cold_waits", p.concurrent_cold_waits},
       {"cold_wait_cap", p.cold_wait_cap},
+      {"unsupported_type_count", p.unsupported_type_count},
   };
   if (exec_) {
     const auto e = exec_->stats();
@@ -968,6 +988,10 @@ Ros2TopicDataProvider::PoolStats Ros2TopicDataProvider::stats() const {
   s.graph_events_received = graph_events_received_.load();
   s.concurrent_cold_waits = concurrent_cold_waits_.load();
   s.cold_wait_cap = cfg_.cold_wait_cap;
+  {
+    std::lock_guard<std::mutex> lk(unsupported_types_mtx_);
+    s.unsupported_type_count = unsupported_types_.size();
+  }
   return s;
 }
 
diff --git a/src/ros2_medkit_gateway/test/test_ros2_topic_data_provider.cpp b/src/ros2_medkit_gateway/test/test_ros2_topic_data_provider.cpp
index f6ae84149..d9629bf34 100644
--- a/src/ros2_medkit_gateway/test/test_ros2_topic_data_provider.cpp
+++ b/src/ros2_medkit_gateway/test/test_ros2_topic_data_provider.cpp
@@ -99,6 +99,7 @@ TEST_F(Ros2TopicDataProviderTest, ConstructedProviderHasEmptyStats) {
   EXPECT_EQ(s.pool_hits, 0u);
   EXPECT_EQ(s.pool_misses, 0u);
   EXPECT_GT(s.pool_cap, 0u);
+  EXPECT_EQ(s.unsupported_type_count, 0u);
 }
 
 // @verifies REQ_INTEROP_018