diff --git a/docs/docs/integrations/providers/wandb.mdx b/docs/docs/integrations/providers/wandb.mdx
new file mode 100644
index 00000000000..8eb85116ff0
--- /dev/null
+++ b/docs/docs/integrations/providers/wandb.mdx
@@ -0,0 +1,42 @@
+# Weights & Biases
+
+>[Weights & Biases](https://wandb.ai/) is provider of the AI developer platform to train and 
+> fine-tune AI models and develop AI applications.
+ 
+`Weights & Biase` products can be used to log metrics and artifacts during training, 
+and to trace the execution of your code.
+
+There are several main ways to use `Weights & Biases` products within LangChain:
+- with `wandb_tracing_enabled`
+- with `Weave` lightweight toolkit
+- with `WandbCallbackHandler` (deprecated)
+
+
+## wandb_tracing_enabled
+
+See a [usage example](/docs/integrations/providers/wandb_tracing).
+
+See in the [W&B documentation](https://docs.wandb.ai/guides/integrations/langchain).
+
+```python
+from langchain_community.callbacks import wandb_tracing_enabled
+```
+
+## Weave
+
+See in the [W&B documentation](https://weave-docs.wandb.ai/guides/integrations/langchain).
+
+
+## WandbCallbackHandler
+
+**Note:** the `WandbCallbackHandler` is being deprecated in favour of the `wandb_tracing_enabled`.
+
+See a [usage example](/docs/integrations/providers/wandb_tracking).
+
+See in the [W&B documentation](https://docs.wandb.ai/guides/integrations/langchain).
+
+```python
+from langchain_community.callbacks import WandbCallbackHandler
+```
+
+
diff --git a/docs/docs/integrations/providers/wandb_tracing.ipynb b/docs/docs/integrations/providers/wandb_tracing.ipynb
index 89b0dd8d3b7..ce6480d1a0d 100644
--- a/docs/docs/integrations/providers/wandb_tracing.ipynb
+++ b/docs/docs/integrations/providers/wandb_tracing.ipynb
@@ -5,7 +5,7 @@
    "id": "5371a9bb",
    "metadata": {},
    "source": [
-    "# WandB Tracing\n",
+    "# Weights & Biases tracing\n",
     "\n",
     "There are two recommended ways to trace your LangChains:\n",
     "\n",
@@ -165,7 +165,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/docs/integrations/providers/wandb_tracking.ipynb b/docs/docs/integrations/providers/wandb_tracking.ipynb
index 5f034619867..ea49435e24e 100644
--- a/docs/docs/integrations/providers/wandb_tracking.ipynb
+++ b/docs/docs/integrations/providers/wandb_tracking.ipynb
@@ -6,19 +6,24 @@
    "id": "e43f4ea0",
    "metadata": {},
    "source": [
-    "# Weights & Biases\n",
+    "# Weights & Biases tracking\n",
     "\n",
-    "This notebook goes over how to track your LangChain experiments into one centralized Weights and Biases dashboard. To learn more about prompt engineering and the callback please refer to this Report which explains both alongside the resultant dashboards you can expect to see.\n",
+    "This notebook goes over how to track your LangChain experiments into one centralized `Weights and Biases` dashboard. \n",
     "\n",
+    "To learn more about prompt engineering and the callback please refer to this notebook which explains both alongside the resultant dashboards you can expect to see:\n",
     "\n",
     "<a href=\"https://colab.research.google.com/drive/1DXH4beT4HFaRKy_Vm4PoxhXVDRf7Ym8L?usp=sharing\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
     "\n",
     "\n",
-    "[View Report](https://wandb.ai/a-sh0ts/langchain_callback_demo/reports/Prompt-Engineering-LLMs-with-LangChain-and-W-B--VmlldzozNjk1NTUw#👋-how-to-build-a-callback-in-langchain-for-better-prompt-engineering\n",
-    ") \n",
+    "View a detailed description and examples in the [W&B article](https://wandb.ai/a-sh0ts/langchain_callback_demo/reports/Prompt-Engineering-LLMs-with-LangChain-and-W-B--VmlldzozNjk1NTUw#👋-how-to-build-a-callback-in-langchain-for-better-prompt-engineering\n",
+    "). \n",
     "\n",
     "\n",
-    "**Note**: _the `WandbCallbackHandler` is being deprecated in favour of the `WandbTracer`_ . In future please use the `WandbTracer` as it is more flexible and allows for more granular logging. To know more about the `WandbTracer` refer to the [agent_with_wandb_tracing](/docs/integrations/providers/wandb_tracing) notebook or use the following [colab notebook](http://wandb.me/prompts-quickstart). To know more about Weights & Biases Prompts refer to the following [prompts documentation](https://docs.wandb.ai/guides/prompts)."
+    "**Note**: _the `WandbCallbackHandler` is being deprecated in favour of the `WandbTracer`_ . In future please use the `WandbTracer` as it is more flexible and allows for more granular logging. \n",
+    "\n",
+    "To know more about the `WandbTracer` refer to the [agent_with_wandb_tracing](/docs/integrations/providers/wandb_tracing) notebook or use the following [colab notebook](http://wandb.me/prompts-quickstart). \n",
+    "\n",
+    "To know more about Weights & Biases Prompts refer to the following [prompts documentation](https://docs.wandb.ai/guides/prompts)."
    ]
   },
   {
@@ -248,6 +253,38 @@
     "The `flush_tracker` function is used to log LangChain sessions to Weights & Biases. It takes in the LangChain module or agent, and logs at minimum the prompts and generations alongside the serialized form of the LangChain module to the specified Weights & Biases project. By default we reset the session as opposed to concluding the session outright."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "483eefd4-633e-4686-8730-944705fe8a80",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-11-12T18:20:31.003316Z",
+     "iopub.status.busy": "2024-11-12T18:20:31.003152Z",
+     "iopub.status.idle": "2024-11-12T18:20:31.006033Z",
+     "shell.execute_reply": "2024-11-12T18:20:31.005546Z",
+     "shell.execute_reply.started": "2024-11-12T18:20:31.003303Z"
+    }
+   },
+   "source": [
+    "## Usage Scenarios"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "066adc04-8180-4936-8d75-5c3660b61de7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-11-12T18:20:45.826326Z",
+     "iopub.status.busy": "2024-11-12T18:20:45.825714Z",
+     "iopub.status.idle": "2024-11-12T18:20:45.830483Z",
+     "shell.execute_reply": "2024-11-12T18:20:45.830037Z",
+     "shell.execute_reply.started": "2024-11-12T18:20:45.826279Z"
+    }
+   },
+   "source": [
+    "### With LLM"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -373,6 +410,14 @@
     "wandb_callback.flush_tracker(llm, name=\"simple_sequential\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "7dcfc24b-f0b0-48ec-89ce-beeb2fb763d5",
+   "metadata": {},
+   "source": [
+    "### Within Chains"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 5,
@@ -524,6 +569,14 @@
     "wandb_callback.flush_tracker(synopsis_chain, name=\"agent\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "533cd4c9-56e2-4ad9-a83e-4653bfcf322f",
+   "metadata": {},
+   "source": [
+    "### With Agents"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
@@ -646,7 +699,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.1"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,