diff --git a/src/backend/langflow/chat/manager.py b/src/backend/langflow/chat/manager.py
index 2c3427a12..a04da871e 100644
--- a/src/backend/langflow/chat/manager.py
+++ b/src/backend/langflow/chat/manager.py
@@ -1,4 +1,5 @@
 from collections import defaultdict
+import uuid
 from fastapi import WebSocket, status
 from langflow.api.v1.schemas import ChatMessage, ChatResponse, FileResponse
 from langflow.cache import cache_manager
@@ -45,6 +46,7 @@ class ChatHistory(Subject):
 class ChatManager:
     def __init__(self):
         self.active_connections: Dict[str, WebSocket] = {}
+        self.connection_ids: Dict[str, str] = {}
         self.chat_history = ChatHistory()
         self.cache_manager = cache_manager
         self.cache_manager.attach(self.update)
@@ -90,9 +92,13 @@ class ChatManager:
     async def connect(self, client_id: str, websocket: WebSocket):
         await websocket.accept()
         self.active_connections[client_id] = websocket
+        # This is to avoid having multiple clients with the same id
+        #! Temporary solution
+        self.connection_ids[client_id] = f"{client_id}-{uuid.uuid4()}"
 
     def disconnect(self, client_id: str):
         self.active_connections.pop(client_id, None)
+        self.connection_ids.pop(client_id, None)
 
     async def send_message(self, client_id: str, message: str):
         websocket = self.active_connections[client_id]
@@ -134,6 +140,7 @@ class ChatManager:
                 langchain_object=langchain_object,
                 chat_inputs=chat_inputs,
                 websocket=self.active_connections[client_id],
+                session_id=self.connection_ids[client_id],
             )
         except Exception as e:
             # Log stack trace
diff --git a/src/backend/langflow/chat/utils.py b/src/backend/langflow/chat/utils.py
index 17c976eb9..e11b38b64 100644
--- a/src/backend/langflow/chat/utils.py
+++ b/src/backend/langflow/chat/utils.py
@@ -9,6 +9,7 @@ async def process_graph(
     langchain_object,
     chat_inputs: ChatMessage,
     websocket: WebSocket,
+    session_id: str,
 ):
     langchain_object = try_setting_streaming_options(langchain_object, websocket)
     logger.debug("Loaded langchain object")
@@ -27,7 +28,10 @@ async def process_graph(
 
         logger.debug("Generating result and thought")
         result, intermediate_steps = await get_result_and_steps(
-            langchain_object, chat_inputs.message, websocket=websocket
+            langchain_object,
+            chat_inputs.message,
+            websocket=websocket,
+            session_id=session_id,
         )
         logger.debug("Generated result and intermediate_steps")
         return result, intermediate_steps
diff --git a/src/backend/langflow/processing/base.py b/src/backend/langflow/processing/base.py
index 4e2b1d716..bbd68a47b 100644
--- a/src/backend/langflow/processing/base.py
+++ b/src/backend/langflow/processing/base.py
@@ -4,6 +4,7 @@ from langflow.api.v1.callback import (
     StreamingLLMCallbackHandler,
 )
 from langflow.processing.process import fix_memory_inputs, format_actions
+
 from langflow.utils.logger import logger
 from langchain.agents.agent import AgentExecutor
 from langchain.callbacks.base import BaseCallbackHandler
@@ -12,7 +13,7 @@ if TYPE_CHECKING:
     from langfuse.callback import CallbackHandler  # type: ignore
 
 
-def setup_callbacks(sync, **kwargs):
+def setup_callbacks(sync, trace_id, **kwargs):
     """Setup callbacks for langchain object"""
     callbacks = []
     if sync:
@@ -20,31 +21,22 @@ def setup_callbacks(sync, **kwargs):
     else:
         callbacks.append(AsyncStreamingLLMCallbackHandler(**kwargs))
 
-    if langfuse_callback := get_langfuse_callback():
+    if langfuse_callback := get_langfuse_callback(trace_id=trace_id):
         logger.debug("Langfuse callback loaded")
         callbacks.append(langfuse_callback)
     return callbacks
 
 
-def get_langfuse_callback():
-    from langflow.settings import settings
+def get_langfuse_callback(trace_id):
+    from langflow.services.plugins.langfuse import LangfuseInstance
+    from langfuse.callback import CreateTrace
 
     logger.debug("Initializing langfuse callback")
-    if settings.LANGFUSE_PUBLIC_KEY and settings.LANGFUSE_SECRET_KEY:
+    if langfuse := LangfuseInstance.get():
         logger.debug("Langfuse credentials found")
         try:
-            from langfuse.callback import CallbackHandler  # type: ignore
-
-            return CallbackHandler(
-                public_key=settings.LANGFUSE_PUBLIC_KEY,
-                secret_key=settings.LANGFUSE_SECRET_KEY,
-                host=settings.LANGFUSE_HOST,
-            )
-        except ImportError as exc:
-            raise ImportError(
-                "Error importing langfuse callback. "
-                "Please install langfuse with `pip install langfuse`"
-            ) from exc
+            trace = langfuse.trace(CreateTrace(id=trace_id))
+            return trace.getNewHandler()
         except Exception as exc:
             logger.error(f"Error initializing langfuse callback: {exc}")
 
@@ -82,12 +74,14 @@ async def get_result_and_steps(langchain_object, inputs: Union[dict, str], **kwa
             logger.error(f"Error fixing memory inputs: {exc}")
 
         try:
-            callbacks = setup_callbacks(sync=False, **kwargs)
+            trace_id = kwargs.pop("session_id", None)
+            callbacks = setup_callbacks(sync=False, trace_id=trace_id, **kwargs)
             output = await langchain_object.acall(inputs, callbacks=callbacks)
         except Exception as exc:
             # make the error message more informative
             logger.debug(f"Error: {str(exc)}")
-            callbacks = setup_callbacks(sync=True, **kwargs)
+            trace_id = kwargs.pop("session_id", None)
+            callbacks = setup_callbacks(sync=True, trace_id=trace_id, **kwargs)
             output = langchain_object(inputs, callbacks=callbacks)
 
         # if langfuse callback is present, run callback.langfuse.flush()