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diff --git a/pages/blog/2024-11-most-used-oss-llmops.mdx b/pages/blog/2024-11-most-used-oss-llmops.mdx
@@ -66,12 +66,12 @@ We are proud to have the **most engaged** community in this space on [GitHub](ht
 |                 | GitHub stars                                                                                                                                                                               | Last commit                                                                                                                                                                                     | GitHub Discussions                                                                                                                                                                                            | GitHub Issues                                                                                                                                                                                                                              |
 | --------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
 | 🪢 Langfuse     | [![Langfuse GitHub stars](https://img.shields.io/github/stars/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse)        | [![Langfuse last commit](https://img.shields.io/github/last-commit/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse)        | [![Langfuse GitHub Discussions](https://img.shields.io/github/discussions/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/orgs/langfuse/discussions)       | [![Langfuse GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse/issues?q=is%3Aissue+is%3Aclosed)        |
-| Helicone        | [![Helicone GitHub stars](https://img.shields.io/github/stars/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone)          | [![Helicone last commit](https://img.shields.io/github/last-commit/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone)          | [![Helicone GitHub Discussions](https://img.shields.io/github/discussions/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/helicone/discussions)         | [![Helicone GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone/issues?q=is%3Aissue+is%3Aclosed)          |
+| Helicone        | [![Helicone GitHub stars](https://img.shields.io/github/stars/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone)          | [![Helicone last commit](https://img.shields.io/github/last-commit/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone)          | [![Helicone GitHub Discussions](https://img.shields.io/github/discussions/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Helicone/helicone/discussions)         | [![Helicone GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone/issues?q=is%3Aissue+is%3Aclosed)          |
 | Opik / Comet    | [![opik GitHub stars](https://img.shields.io/github/stars/comet-ml/opik?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/comet-ml/opik)                      | [![opik last commit](https://img.shields.io/github/last-commit/comet-ml/opik?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/comet-ml/opik)                      | N/A                                                                                                                                                                                                           | [![opik GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/comet-ml/opik?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/comet-ml/opik/issues?q=is%3Aissue+is%3Aclosed)                      |
-| Phoenix / Arize | [![Phoenix GitHub stars](https://img.shields.io/github/stars/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix)             | [![Phoenix last commit](https://img.shields.io/github/last-commit/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix)             | [![Phoenix GitHub Discussions](https://img.shields.io/github/discussions/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/arize-ai/discussions)           | [![Phoenix GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix/issues?q=is%3Aissue+is%3Aclosed)             |
+| Phoenix / Arize | [![Phoenix GitHub stars](https://img.shields.io/github/stars/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix)             | [![Phoenix last commit](https://img.shields.io/github/last-commit/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix)             | [![Phoenix GitHub Discussions](https://img.shields.io/github/discussions/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Arize-ai/phoenix/discussions)           | [![Phoenix GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix/issues?q=is%3Aissue+is%3Aclosed)             |
 | Lunary          | [![Lunary GitHub stars](https://img.shields.io/github/stars/lunary-ai/lunary?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/lunary-ai/lunary)              | [![Lunary last commit](https://img.shields.io/github/last-commit/lunary-ai/lunary?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/lunary-ai/lunary)              | [![Lunary GitHub Discussions](https://img.shields.io/github/discussions/lunary-ai/lunary?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/lunary-ai/discussions)           | [![Lunary GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/lunary-ai/lunary?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/lunary-ai/lunary/issues?q=is%3Aissue+is%3Aclosed)              |
 | Openlit         | [![Openlit GitHub stars](https://img.shields.io/github/stars/openlit/openlit?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/openlit/openlit)               | [![Openlit last commit](https://img.shields.io/github/last-commit/openlit/openlit?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/openlit/openlit)               | [![Openlit GitHub Discussions](https://img.shields.io/github/discussions/openlit/openlit?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/openlit/discussions)             | [![Openlit GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/openlit/openlit?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/openlit/openlit/issues?q=is%3Aissue+is%3Aclosed)               |
-| Langtrace       | [![Langtrace GitHub stars](https://img.shields.io/github/stars/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace) | [![Langtrace last commit](https://img.shields.io/github/last-commit/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace) | [![Langtrace GitHub Discussions](https://img.shields.io/github/discussions/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/Scale3-Labs/discussions) | [![Langtrace GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace/issues?q=is%3Aissue+is%3Aclosed) |
+| Langtrace       | [![Langtrace GitHub stars](https://img.shields.io/github/stars/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace) | [![Langtrace last commit](https://img.shields.io/github/last-commit/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace) | [![Langtrace GitHub Discussions](https://img.shields.io/github/discussions/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace/discussions) | [![Langtrace GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/Scale3-Labs/langtrace?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Scale3-Labs/langtrace/issues?q=is%3Aissue+is%3Aclosed) |
 
 _Numbers refresh automatically via [shields.io](https://shields.io)_
 

diff --git a/pages/faq/all/ai-research-assistant-monitoring.mdx b/pages/faq/all/ai-research-assistant-monitoring.mdx
@@ -91,7 +91,7 @@ Check out [Langfuse Prompt Management](/docs/prompts/get-started).
 
 - **SDKs and APIs**: Integrate your observability tool into your existing dev stack.
 
-Langfuse offers a range of [integrations and SDKs](/docs/integrations/get-started).
+Langfuse offers a range of [integrations and SDKs](/docs/integrations/overview).
 
 ### 3. Scalability
 

diff --git a/pages/faq/all/best-helicone-alternative.mdx b/pages/faq/all/best-helicone-alternative.mdx
@@ -27,7 +27,7 @@ Langfuse is the most popular open source LLM observability platform. You can fin
 
 | --------- | --------- | ---- | --- | ----- |
 | 🪢 Langfuse | [![Langfuse GitHub stars](https://img.shields.io/github/stars/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse) | [![Langfuse last commit](https://img.shields.io/github/last-commit/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse) | [![Langfuse GitHub Discussions](https://img.shields.io/github/discussions/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/orgs/langfuse/discussions) | [![Langfuse GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse/issues?q=is%3Aissue+is%3Aclosed) |
-| Helicone | [![Helicone GitHub stars](https://img.shields.io/github/stars/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone) | [![Helicone last commit](https://img.shields.io/github/last-commit/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone) | [![Helicone GitHub Discussions](https://img.shields.io/github/discussions/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/helicone/discussions) | [![Helicone GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone/issues?q=is%3Aissue+is%3Aclosed)|
+| Helicone | [![Helicone GitHub stars](https://img.shields.io/github/stars/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone) | [![Helicone last commit](https://img.shields.io/github/last-commit/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone) | [![Helicone GitHub Discussions](https://img.shields.io/github/discussions/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Helicone/helicone/discussions) | [![Helicone GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/helicone/helicone?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/helicone/helicone/issues?q=is%3Aissue+is%3Aclosed)|
 
   </Tabs.Tab>
   <Tabs.Tab>

diff --git a/pages/faq/all/best-phoenix-arize-alternatives.mdx b/pages/faq/all/best-phoenix-arize-alternatives.mdx
@@ -32,7 +32,7 @@ Langfuse is the most popular open source LLM observability platform. You can fin
 
 | --------- | --------- | ---- | --- | ----- |
 | 🪢 Langfuse | [![Langfuse GitHub stars](https://img.shields.io/github/stars/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse) | [![Langfuse last commit](https://img.shields.io/github/last-commit/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse) | [![Langfuse GitHub Discussions](https://img.shields.io/github/discussions/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/orgs/langfuse/discussions) | [![Langfuse GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/langfuse/langfuse?style=for-the-badge&label=%20&labelColor=black&color=orange)](https://github.com/langfuse/langfuse/issues?q=is%3Aissue+is%3Aclosed) |
-| Phoenix / Arize | [![Phoenix GitHub stars](https://img.shields.io/github/stars/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix) | [![Phoenix last commit](https://img.shields.io/github/last-commit/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix) | [![Phoenix GitHub Discussions](https://img.shields.io/github/discussions/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/orgs/arize-ai/discussions) | [![Phoenix GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix/issues?q=is%3Aissue+is%3Aclosed) |
+| Phoenix / Arize | [![Phoenix GitHub stars](https://img.shields.io/github/stars/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix) | [![Phoenix last commit](https://img.shields.io/github/last-commit/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix) | [![Phoenix GitHub Discussions](https://img.shields.io/github/discussions/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/Arize-ai/phoenix/discussions) | [![Phoenix GitHub Issues](https://img.shields.io/github/issues-pr-closed-raw/arize-ai/phoenix?style=for-the-badge&label=%20&labelColor=black&color=grey)](https://github.com/arize-ai/phoenix/issues?q=is%3Aissue+is%3Aclosed) |
 
 _Numbers refresh automatically via [shields.io](https://shields.io)_
 

diff --git a/pages/faq/all/custom-langchain-run-names.mdx b/pages/faq/all/custom-langchain-run-names.mdx
@@ -11,7 +11,7 @@ You can update the name of a run within Langchain. Langfuse will pick up the nam
 
 To customize the names of Langchain traces, you can use the `run_name` parameter within the `config` of a run.
 
-Examples (from [Langchain docs](https://docs.smith.langchain.com/old/cookbook/tracing-examples/runnable-naming))
+Examples (from [Langchain docs](https://python.langchain.com/docs/concepts/runnables/#setting-custom-run-name-tags-and-metadata))
 
 ```python
 from langchain import chat_models, prompts, callbacks, schema

diff --git a/pages/faq/all/monitoring-ai-generated-content.mdx b/pages/faq/all/monitoring-ai-generated-content.mdx
@@ -47,14 +47,14 @@ Advanced AI observability platforms can simplify the monitoring process by provi
 
 - **Unified Data View**: Aggregate logs, metrics, and traces in one place for easier analysis.
 - **Customizable Monitoring**: Tailor monitoring parameters to fit specific requirements.
-- **Prompt Management**: Manage and optimize the prompts used by your AI models to ensure consistent and relevant outputs. Check out Langfuse's [Prompt Management](https://langfuse.com/docs/prompts/get-started).
-- **User Behavior Analytics**: Understand how users interact with AI-generated content to optimize for better engagement. Learn more about user behavior tracking [here](https://langfuse.com/docs/analytics/user-behavior).
-- **Integration Capabilities**: Seamlessly integrate with existing tools and workflows. Langfuse provides a range of [integrations and SDKs](https://langfuse.com/docs/integrations/get-started).
-- **Scalability**: Handle large volumes of data as your AI content generation scales up. Langfuse is designed to [scale](https://langfuse.com/docs/scaling) with your needs.
+- **Prompt Management**: Manage and optimize the prompts used by your AI models to ensure consistent and relevant outputs. Check out Langfuse's [Prompt Management](/docs/prompts/get-started).
+- **User Behavior Analytics**: Understand how users interact with AI-generated content to optimize for better engagement. Learn more about user behavior tracking [here](/docs/scores/user-feedback).
+- **Integration Capabilities**: Seamlessly integrate with existing tools and workflows. Langfuse provides a range of [integrations and SDKs](/docs/integrations/overview).
+- **Scalability**: Handle large volumes of data as your AI content generation scales up. Langfuse is designed to scale with your needs.
 
 By adopting observability tools like Langfuse, developers can maintain control over AI-generated content, ensuring it meets quality standards and aligns with business objectives.
 
 ## Resources
 
-- To learn more about chatbot observability, check out our post on [Chatbot Analytics](https://langfuse.com/faq/all/chatbot-analytics).
-- To get started monitoring your gen-AI application, jump to our quickstart guide [here](https://langfuse.com/docs/get-started).
+- To learn more about chatbot observability, check out our post on [Chatbot Analytics](/faq/all/chatbot-analytics).
+- To get started monitoring your gen-AI application, jump to our quickstart guide [here](/docs/get-started).
diff --git a/pages/self-hosting/infrastructure/containers.mdx b/pages/self-hosting/infrastructure/containers.mdx
@@ -8,7 +8,7 @@ label: "Version: v3"
 
 <Callout type="info">
 
-This is a deep dive into the configuration of the application containers. Follow one of the [deployment guides](/self-hosting/deployment-options) to get started.
+This is a deep dive into the configuration of the application containers. Follow one of the [deployment guides](/self-hosting#deployment-options) to get started.
 
 </Callout>
 

diff --git a/pages/self-hosting/v2/docker-compose.mdx b/pages/self-hosting/v2/docker-compose.mdx
@@ -12,7 +12,7 @@ import { Callout } from "nextra/components";
   This guide covers Langfuse v2. For Langfuse v3, see the [v3
   documentation](/self-hosting). Langfuse v2 receives security updates until end
   of Q1 2025. If you have any questions while upgrading, please refer to the [v3
-  upgrade guide](/self-hosting/upgrade-v2-to-v3) or open a thread on [GitHub
+  upgrade guide](/self-hosting/upgrade-guides/upgrade-v2-to-v3) or open a thread on [GitHub
   Discussions](/gh-support).
 </Callout>