diff --git a/docs/docs/integrations/providers/langfuse.mdx b/docs/docs/integrations/providers/langfuse.mdx
index 0be1d87e3ba..77d6c7fce69 100644
--- a/docs/docs/integrations/providers/langfuse.mdx
+++ b/docs/docs/integrations/providers/langfuse.mdx
@@ -15,19 +15,35 @@ pip install langfuse
 ```
 
 ```python
-# Initialize Langfuse handler
-from langfuse.callback import CallbackHandler
-langfuse_handler = CallbackHandler(
-    secret_key="sk-lf-...",
-    public_key="pk-lf-...",
-    host="https://cloud.langfuse.com", # 🇪🇺 EU region
-  # host="https://us.cloud.langfuse.com", # 🇺🇸 US region
+from langfuse import Langfuse, get_client
+from langfuse.langchain import CallbackHandler
+from langchain_openai import ChatOpenAI  # Example LLM
+from langchain_core.prompts import ChatPromptTemplate
+ 
+# Initialize Langfuse client with constructor arguments
+Langfuse(
+    public_key="your-public-key",
+    secret_key="your-secret-key",
+    host="https://cloud.langfuse.com"  # Optional: defaults to https://cloud.langfuse.com
 )
  
-# Your Langchain code
+# Get the configured client instance
+langfuse = get_client()
  
-# Add Langfuse handler as callback (classic and LCEL)
-chain.invoke({"input": "<user_input>"}, config={"callbacks": [langfuse_handler]})
+# Initialize the Langfuse handler
+langfuse_handler = CallbackHandler()
+ 
+# Create your LangChain components
+llm = ChatOpenAI(model_name="gpt-4o")
+prompt = ChatPromptTemplate.from_template("Tell me a joke about {topic}")
+chain = prompt | llm
+ 
+# Run your chain with Langfuse tracing
+response = chain.invoke({"topic": "cats"}, config={"callbacks": [langfuse_handler]})
+print(response.content)
+ 
+# Flush events to Langfuse in short-lived applications
+langfuse.flush()
 ```
 
 ### Environment variables
@@ -43,7 +59,7 @@ LANGFUSE_HOST="https://cloud.langfuse.com"
 
 ```python
 # Initialize Langfuse handler
-from langfuse.callback import CallbackHandler
+from langfuse.langchain import CallbackHandler
 langfuse_handler = CallbackHandler()
  
 # Your Langchain code
@@ -140,7 +156,7 @@ Now, we will add then [Langfuse callback handler for LangChain](https://langfuse
 
 
 ```python
-from langfuse.callback import CallbackHandler
+from langfuse.langchain import CallbackHandler
 
 # Initialize Langfuse CallbackHandler for Langchain (tracing)
 langfuse_handler = CallbackHandler()