diff --git a/include/core/application.hpp b/include/core/application.hpp
index a1d6fa53..08da7458 100644
--- a/include/core/application.hpp
+++ b/include/core/application.hpp
@@ -182,6 +182,8 @@ private:
     std::unordered_map<uint64_t, uint8_t> creatureWeaponAttachAttempts_; // guid -> attach attempts
     std::unordered_set<uint64_t> deadCreatureGuids_;            // GUIDs that should spawn in corpse/death pose
     std::unordered_map<uint32_t, uint32_t> displayIdModelCache_; // displayId → modelId (model caching)
+    mutable std::unordered_set<uint32_t> warnedMissingDisplayDataIds_; // displayIds already warned
+    mutable std::unordered_set<uint32_t> warnedMissingModelPathIds_;   // modelIds/displayIds already warned
     uint32_t nextCreatureModelId_ = 5000;  // Model IDs for online creatures
     uint32_t gryphonDisplayId_ = 0;
     uint32_t wyvernDisplayId_ = 0;
diff --git a/src/core/application.cpp b/src/core/application.cpp
index c3b5b758..9306bfca 100644
--- a/src/core/application.cpp
+++ b/src/core/application.cpp
@@ -3485,16 +3485,20 @@ std::string Application::getModelPathForDisplayId(uint32_t displayId) const {
         }
         if (displayId == 30412) return "Creature\\Gryphon\\Gryphon.m2";
         if (displayId == 30413) return "Creature\\Wyvern\\Wyvern.m2";
-        LOG_WARNING("No display data for displayId ", displayId,
-                    " (displayDataMap_ has ", displayDataMap_.size(), " entries)");
+        if (warnedMissingDisplayDataIds_.insert(displayId).second) {
+            LOG_WARNING("No display data for displayId ", displayId,
+                        " (displayDataMap_ has ", displayDataMap_.size(), " entries)");
+        }
         return "";
     }
 
     auto itPath = modelIdToPath_.find(itData->second.modelId);
     if (itPath == modelIdToPath_.end()) {
-        LOG_WARNING("No model path for modelId ", itData->second.modelId,
-                    " from displayId ", displayId,
-                    " (modelIdToPath_ has ", modelIdToPath_.size(), " entries)");
+        if (warnedMissingModelPathIds_.insert(displayId).second) {
+            LOG_WARNING("No model path for modelId ", itData->second.modelId,
+                        " from displayId ", displayId,
+                        " (modelIdToPath_ has ", modelIdToPath_.size(), " entries)");
+        }
         return "";
     }
 
@@ -3629,7 +3633,6 @@ void Application::spawnOnlineCreature(uint64_t guid, uint32_t displayId, float x
     // Get model path from displayId
     std::string m2Path = getModelPathForDisplayId(displayId);
     if (m2Path.empty()) {
-        LOG_WARNING("No model path for displayId ", displayId, " (guid 0x", std::hex, guid, std::dec, ")");
         return;
     }
     {