diff --git a/litellm/integrations/langfuse/langfuse_otel.py b/litellm/integrations/langfuse/langfuse_otel.py
index 8955d3619f..b96ec72b04 100644
--- a/litellm/integrations/langfuse/langfuse_otel.py
+++ b/litellm/integrations/langfuse/langfuse_otel.py
@@ -1,6 +1,7 @@
 import base64
 import json  # <--- NEW
 import os
+from datetime import datetime
 from typing import TYPE_CHECKING, Any, Optional, Union
 
 from litellm._logging import verbose_logger
@@ -392,6 +393,22 @@ class LangfuseOtelLogger(OpenTelemetry):
 
         return dynamic_headers
 
+    def create_litellm_proxy_request_started_span(
+        self,
+        start_time: datetime,
+        headers: dict,
+    ) -> Optional[Span]:
+        """
+        Override to prevent creating empty proxy request spans.
+
+        Langfuse should only receive spans for actual LLM calls, not for
+        internal proxy operations (auth, postgres, proxy_pre_call, etc.).
+
+        By returning None, we prevent the parent span from being created,
+        which in turn prevents empty traces from being sent to Langfuse.
+        """
+        return None
+
     async def async_service_success_hook(self, *args, **kwargs):
         """
         Langfuse should not receive service success logs.
diff --git a/tests/test_service_logger_otel.py b/tests/test_service_logger_otel.py
index 5cb21dadea..35070d5554 100644
--- a/tests/test_service_logger_otel.py
+++ b/tests/test_service_logger_otel.py
@@ -1,6 +1,7 @@
 import os
 import sys
 import unittest
+from datetime import datetime
 from unittest.mock import patch, AsyncMock, MagicMock
 
 # Add the project root to sys.path
@@ -41,6 +42,33 @@ class TestServiceLoggerOTEL(unittest.IsolatedAsyncioTestCase):
             "LangfuseOtelLogger.async_service_failure_hook",
         )
 
+    @patch("litellm.integrations.opentelemetry.OpenTelemetry._init_tracing")
+    @patch("litellm.integrations.opentelemetry.OpenTelemetry._init_metrics")
+    @patch("litellm.integrations.opentelemetry.OpenTelemetry._init_logs")
+    async def test_langfuse_otel_does_not_create_proxy_request_span(
+        self, mock_logs, mock_metrics, mock_tracing
+    ):
+        """
+        Test that LangfuseOtelLogger returns None for create_litellm_proxy_request_started_span.
+
+        This prevents empty proxy request spans from being sent to Langfuse when
+        requests don't result in actual LLM calls (e.g., auth failures, health checks).
+        """
+        logger = LangfuseOtelLogger()
+
+        # Verify the method is overridden
+        self.assertEqual(
+            logger.create_litellm_proxy_request_started_span.__qualname__,
+            "LangfuseOtelLogger.create_litellm_proxy_request_started_span",
+        )
+
+        # Verify it returns None
+        result = logger.create_litellm_proxy_request_started_span(
+            start_time=datetime.now(),
+            headers={"Authorization": "Bearer test"},
+        )
+        self.assertIsNone(result)
+
     @patch("litellm.integrations.opentelemetry.OpenTelemetry._init_tracing")
     @patch("litellm.integrations.opentelemetry.OpenTelemetry._init_metrics")
     @patch("litellm.integrations.opentelemetry.OpenTelemetry._init_logs")