diff --git a/docs/hub/_toctree.yml b/docs/hub/_toctree.yml
index 611d832f0..272198feb 100644
--- a/docs/hub/_toctree.yml
+++ b/docs/hub/_toctree.yml
@@ -4,401 +4,403 @@
   title: Repositories
   isExpanded: true
   sections:
-  - local: repositories-getting-started
-    title: Getting Started with Repositories
-  - local: repositories-settings
-    title: Repository Settings
-  - local: repositories-pull-requests-discussions
-    title: Pull Requests & Discussions
-  - local: notifications
-    title: Notifications
-  - local: collections
-    title: Collections
-  - local: webhooks
-    title: Webhooks
-    sections:
-      - local: webhooks-guide-auto-retrain
-        title: "How-to: Automatic fine-tuning with Auto-Train"
-      - local: webhooks-guide-discussion-bot
-        title: "How-to: Build a Discussion bot based on BLOOM"
-      - local: webhooks-guide-metadata-review
-        title: "How-to: Create automatic metadata quality reports"
-  - local: notebooks
-    title: Notebooks
-  - local: storage-limits
-    title: Storage Limits
-  - local: repositories-next-steps
-    title: Next Steps
-  - local: repositories-licenses
-    title: Licenses
+    - local: repositories-getting-started
+      title: Getting Started with Repositories
+    - local: repositories-settings
+      title: Repository Settings
+    - local: repositories-pull-requests-discussions
+      title: Pull Requests & Discussions
+    - local: notifications
+      title: Notifications
+    - local: collections
+      title: Collections
+    - local: webhooks
+      title: Webhooks
+      sections:
+        - local: webhooks-guide-auto-retrain
+          title: "How-to: Automatic fine-tuning with Auto-Train"
+        - local: webhooks-guide-discussion-bot
+          title: "How-to: Build a Discussion bot based on BLOOM"
+        - local: webhooks-guide-metadata-review
+          title: "How-to: Create automatic metadata quality reports"
+    - local: notebooks
+      title: Notebooks
+    - local: storage-limits
+      title: Storage Limits
+    - local: repositories-next-steps
+      title: Next Steps
+    - local: repositories-licenses
+      title: Licenses
 - title: Models
   local: models
   isExpanded: true
   sections:
-  - local: models-the-hub
-    title: The Model Hub
-  - local: model-cards
-    title: Model Cards
-    sections:
-    - local: model-card-annotated
-      title: Annotated Model Card
-    - local: model-cards-co2
-      title: Carbon Emissions
-    - local: model-card-guidebook
-      title: Model Card Guidebook
-    - local: model-card-landscape-analysis
-      title: Landscape Analysis
-    - local: model-cards-components
-      title: Card Components
-  - local: models-gated
-    title: Gated Models
-  - local: models-uploading
-    title: Uploading Models
-  - local: models-downloading
-    title: Downloading Models
-  - local: models-libraries
-    title: Integrated Libraries
-    sections:
-      - local: adapters
-        title: Adapters
-      - local: allennlp
-        title: AllenNLP
-      - local: bertopic
-        title: BERTopic
-      - local: asteroid
-        title: Asteroid
-      - local: diffusers
-        title: Diffusers
-      - local: espnet
-        title: ESPnet
-      - local: fastai
-        title: fastai
-      - local: flair
-        title: Flair
-      - local: keras
-        title: Keras
-      - local: tf-keras
-        title: TF-Keras (legacy)
-      - local: ml-agents
-        title: ML-Agents
-      - local: mlx-image
-        title: mlx-image
-      - local: mlx
-        title: MLX
-      - local: open_clip
-        title: OpenCLIP
-      - local: paddlenlp
-        title: PaddleNLP
-      - local: peft
-        title: peft
-      - local: rl-baselines3-zoo
-        title: RL-Baselines3-Zoo
-      - local: sample-factory
-        title: Sample Factory
-      - local: sentence-transformers
-        title: Sentence Transformers
-      - local: setfit
-        title: SetFit
-      - local: spacy
-        title: spaCy
-      - local: span_marker
-        title: SpanMarker
-      - local: speechbrain
-        title: SpeechBrain
-      - local: stable-baselines3
-        title: Stable-Baselines3
-      - local: stanza
-        title: Stanza
-      - local: tensorboard
-        title: TensorBoard
-      - local: timm
-        title: timm
-      - local: transformers
-        title: Transformers
-      - local: transformers-js
-        title: Transformers.js
-      - local: unity-sentis
-        title: Unity Sentis
-  - local: models-widgets
-    title: Model Widgets
-    sections:
-      - local: models-widgets-examples
-        title: Widget Examples
-  - local: models-inference
-    title: Inference API docs
-  - local: models-download-stats
-    title: Models Download Stats
-  - local: models-faq
-    title: Frequently Asked Questions
-  - local: models-advanced
-    title: Advanced Topics
-    sections:
-      - local: models-adding-libraries
-        title: Integrate a library with the Hub
-      - local: models-tasks
-        title: Tasks
-      - local: gguf
-        title: GGUF
-        sections:
-          - local: gguf-llamacpp
-            title: GGUF usage with llama.cpp
-          - local: gguf-gpt4all
-            title: GGUF usage with GPT4All
-          - local: ollama
-            title: GGUF usage with Ollama
-      - local: dduf
-        title: DDUF
+    - local: models-the-hub
+      title: The Model Hub
+    - local: model-cards
+      title: Model Cards
+      sections:
+        - local: model-card-annotated
+          title: Annotated Model Card
+        - local: model-cards-co2
+          title: Carbon Emissions
+        - local: model-card-guidebook
+          title: Model Card Guidebook
+        - local: model-card-landscape-analysis
+          title: Landscape Analysis
+        - local: model-cards-components
+          title: Card Components
+    - local: models-gated
+      title: Gated Models
+    - local: models-uploading
+      title: Uploading Models
+    - local: models-downloading
+      title: Downloading Models
+    - local: models-libraries
+      title: Integrated Libraries
+      sections:
+        - local: adapters
+          title: Adapters
+        - local: allennlp
+          title: AllenNLP
+        - local: bertopic
+          title: BERTopic
+        - local: asteroid
+          title: Asteroid
+        - local: diffusers
+          title: Diffusers
+        - local: espnet
+          title: ESPnet
+        - local: fastai
+          title: fastai
+        - local: flair
+          title: Flair
+        - local: keras
+          title: Keras
+        - local: tf-keras
+          title: TF-Keras (legacy)
+        - local: ml-agents
+          title: ML-Agents
+        - local: mlx-image
+          title: mlx-image
+        - local: mlx
+          title: MLX
+        - local: open_clip
+          title: OpenCLIP
+        - local: paddlenlp
+          title: PaddleNLP
+        - local: peft
+          title: peft
+        - local: rl-baselines3-zoo
+          title: RL-Baselines3-Zoo
+        - local: sample-factory
+          title: Sample Factory
+        - local: sentence-transformers
+          title: Sentence Transformers
+        - local: setfit
+          title: SetFit
+        - local: spacy
+          title: spaCy
+        - local: span_marker
+          title: SpanMarker
+        - local: speechbrain
+          title: SpeechBrain
+        - local: stable-baselines3
+          title: Stable-Baselines3
+        - local: stanza
+          title: Stanza
+        - local: tensorboard
+          title: TensorBoard
+        - local: timm
+          title: timm
+        - local: transformers
+          title: Transformers
+        - local: transformers-js
+          title: Transformers.js
+        - local: unity-sentis
+          title: Unity Sentis
+    - local: models-widgets
+      title: Model Widgets
+      sections:
+        - local: models-widgets-examples
+          title: Widget Examples
+    - local: models-inference
+      title: Inference API docs
+    - local: models-download-stats
+      title: Models Download Stats
+    - local: models-faq
+      title: Frequently Asked Questions
+    - local: models-advanced
+      title: Advanced Topics
+      sections:
+        - local: models-adding-libraries
+          title: Integrate a library with the Hub
+        - local: models-tasks
+          title: Tasks
+        - local: gguf
+          title: GGUF
+          sections:
+            - local: gguf-llamacpp
+              title: GGUF usage with llama.cpp
+            - local: gguf-gpt4all
+              title: GGUF usage with GPT4All
+            - local: ollama
+              title: GGUF usage with Ollama
+        - local: dduf
+          title: DDUF
 - title: Datasets
   local: datasets
   isExpanded: true
   sections:
-  - local: datasets-overview
-    title: Datasets Overview
-  - local: datasets-cards
-    title: Dataset Cards
-  - local: datasets-gated
-    title: Gated Datasets
-  - local: datasets-adding
-    title: Uploading Datasets
-  - local: datasets-downloading
-    title: Downloading Datasets
-  - local: datasets-libraries
-    title: Integrated Libraries
-    sections:
-      - local: datasets-argilla
-        title: Argilla
-      - local: datasets-dask
-        title: Dask
-      - local: datasets-usage
-        title: Datasets
-      - local: datasets-distilabel
-        title: Distilabel
-      - local: datasets-duckdb
-        title: DuckDB
-        sections:
-          - local: datasets-duckdb-auth
-            title: Authentication for private and gated datasets
-          - local: datasets-duckdb-select
-            title: Query datasets
-          - local: datasets-duckdb-sql
-            title: Perform SQL operations
-          - local: datasets-duckdb-combine-and-export
-            title: Combine datasets and export
-          - local: datasets-duckdb-vector-similarity-search
-            title: Perform vector similarity search
-      - local: datasets-fiftyone
-        title: FiftyOne
-      - local: datasets-pandas
-        title: Pandas
-      - local: datasets-polars
-        title: Polars
-        sections:
-        - local: datasets-polars-auth
-          title: Authentication for private and gated datasets
-        - local: datasets-polars-file-formats
-          title: Supported file formats
-        - local: datasets-polars-operations
-          title: Performing data transformations
-        - local: datasets-polars-optimizations
-          title: Performance optimizations
-      - local: datasets-spark
-        title: Spark
-      - local: datasets-webdataset
-        title: WebDataset
-  - local: datasets-viewer
-    title: Dataset Viewer
-    sections:
-      - local: datasets-viewer-configure
-        title: Configure the Dataset Viewer
-      - local: datasets-viewer-embed
-        title: Embed the Dataset Viewer in a webpage
-      - local: datasets-viewer-sql-console
-        title: "SQL Console"
-  - local: datasets-download-stats
-    title: Datasets Download Stats
-  - local: datasets-data-files-configuration
-    title: Data files Configuration
-    sections:
-      - local: datasets-file-names-and-splits
-        title: File names and splits
-      - local: datasets-manual-configuration
-        title: Manual Configuration
-      - local: datasets-audio
-        title: Audio Dataset
-      - local: datasets-image
-        title: Image Dataset
+    - local: datasets-overview
+      title: Datasets Overview
+    - local: datasets-cards
+      title: Dataset Cards
+    - local: datasets-gated
+      title: Gated Datasets
+    - local: datasets-adding
+      title: Uploading Datasets
+    - local: datasets-downloading
+      title: Downloading Datasets
+    - local: datasets-libraries
+      title: Integrated Libraries
+      sections:
+        - local: datasets-argilla
+          title: Argilla
+        - local: datasets-dask
+          title: Dask
+        - local: datasets-usage
+          title: Datasets
+        - local: datasets-distilabel
+          title: Distilabel
+        - local: datasets-duckdb
+          title: DuckDB
+          sections:
+            - local: datasets-duckdb-auth
+              title: Authentication for private and gated datasets
+            - local: datasets-duckdb-select
+              title: Query datasets
+            - local: datasets-duckdb-sql
+              title: Perform SQL operations
+            - local: datasets-duckdb-combine-and-export
+              title: Combine datasets and export
+            - local: datasets-duckdb-vector-similarity-search
+              title: Perform vector similarity search
+        - local: datasets-fiftyone
+          title: FiftyOne
+        - local: datasets-pandas
+          title: Pandas
+        - local: datasets-polars
+          title: Polars
+          sections:
+            - local: datasets-polars-auth
+              title: Authentication for private and gated datasets
+            - local: datasets-polars-file-formats
+              title: Supported file formats
+            - local: datasets-polars-operations
+              title: Performing data transformations
+            - local: datasets-polars-optimizations
+              title: Performance optimizations
+        - local: datasets-spark
+          title: Spark
+        - local: datasets-webdataset
+          title: WebDataset
+    - local: datasets-viewer
+      title: Dataset Viewer
+      sections:
+        - local: datasets-viewer-configure
+          title: Configure the Dataset Viewer
+        - local: datasets-viewer-embed
+          title: Embed the Dataset Viewer in a webpage
+        - local: datasets-viewer-sql-console
+          title: "SQL Console"
+    - local: datasets-download-stats
+      title: Datasets Download Stats
+    - local: datasets-data-files-configuration
+      title: Data files Configuration
+      sections:
+        - local: datasets-file-names-and-splits
+          title: File names and splits
+        - local: datasets-manual-configuration
+          title: Manual Configuration
+        - local: datasets-audio
+          title: Audio Dataset
+        - local: datasets-image
+          title: Image Dataset
 - local: spaces
   title: Spaces
   isExpanded: true
   sections:
-  - local: spaces-overview
-    title: Spaces Overview
-    sections:
-    - local: spaces-dependencies
-      title: Handling Spaces Dependencies
-    - local: spaces-settings
-      title: Spaces Settings
-    - local: spaces-organization-cards
-      title: Using Spaces for Organization Cards
-  - local: spaces-gpus
-    title: Spaces GPU Upgrades
-  - local: spaces-zerogpu
-    title: Spaces ZeroGPU
-  - local: spaces-dev-mode
-    title: Spaces Dev Mode
-  - local: spaces-storage
-    title: Spaces Persistent Storage
-  - local: spaces-sdks-gradio
-    title: Gradio Spaces
-  - local: spaces-sdks-streamlit
-    title: Streamlit Spaces
-  - local: spaces-sdks-static
-    title: Static HTML Spaces
-  - local: spaces-sdks-docker
-    title: Docker Spaces
-    sections:
-      - local: spaces-sdks-docker-first-demo
-        title: Your first Docker Spaces
-      - local: spaces-sdks-docker-examples
-        title: Example Docker Spaces
-      - local: spaces-sdks-docker-jupyter
-        title: JupyterLab on Spaces
-      - local: spaces-sdks-docker-argilla
-        title: Argilla on Spaces
-      - local: spaces-sdks-docker-livebook
-        title: Livebook on Spaces
-      - local: spaces-sdks-docker-label-studio
-        title: Label Studio on Spaces
-      - local: spaces-sdks-docker-aim
-        title: Aim on Spaces
-      - local: spaces-sdks-docker-shiny
-        title: Shiny on Spaces
-      - local: spaces-sdks-docker-zenml
-        title: ZenML on Spaces
-      - local: spaces-sdks-docker-chatui
-        title: ChatUI on Spaces
-      - local: spaces-sdks-docker-panel
-        title: Panel on Spaces
-      - local: spaces-sdks-docker-tabby
-        title: Tabby on Spaces
-      - local: spaces-sdks-docker-giskard
-        title: Giskard on Spaces
-      - local: spaces-sdks-docker-evidence
-        title: Evidence on Spaces
-      - local: spaces-sdks-docker-marimo
-        title: marimo on Spaces
-      - local: spaces-sdks-docker-langfuse
-        title: Langfuse on Spaces
-  - local: spaces-embed
-    title: Embed your Space
-  - local: spaces-run-with-docker
-    title: Run Spaces with Docker
-  - local: spaces-config-reference
-    title: Spaces Configuration Reference
-  - local: spaces-oauth
-    title: Sign-In with HF button
-  - local: spaces-changelog
-    title: Spaces Changelog
-  - local: spaces-advanced
-    title: Advanced Topics
-    sections:
-    - local: spaces-using-opencv
-      title: Using OpenCV in Spaces
-    - local: spaces-more-ways-to-create
-      title: More ways to create Spaces
-    - local: spaces-github-actions
-      title: Managing Spaces with Github Actions
-    - local: spaces-circleci
-      title: Managing Spaces with CircleCI Workflows
-    - local: spaces-sdks-python
-      title: Custom Python Spaces
-    - local: spaces-add-to-arxiv
-      title: How to Add a Space to ArXiv
-    - local: spaces-cookie-limitations
-      title: Cookie limitations in Spaces
-    - local: spaces-handle-url-parameters
-      title: Set URL query and hash
+    - local: spaces-overview
+      title: Spaces Overview
+      sections:
+        - local: spaces-dependencies
+          title: Handling Spaces Dependencies
+        - local: spaces-settings
+          title: Spaces Settings
+        - local: spaces-organization-cards
+          title: Using Spaces for Organization Cards
+    - local: spaces-gpus
+      title: Spaces GPU Upgrades
+    - local: spaces-zerogpu
+      title: Spaces ZeroGPU
+    - local: spaces-dev-mode
+      title: Spaces Dev Mode
+    - local: spaces-storage
+      title: Spaces Persistent Storage
+    - local: spaces-sdks-gradio
+      title: Gradio Spaces
+    - local: spaces-sdks-streamlit
+      title: Streamlit Spaces
+    - local: spaces-sdks-static
+      title: Static HTML Spaces
+    - local: spaces-sdks-docker
+      title: Docker Spaces
+      sections:
+        - local: spaces-sdks-docker-first-demo
+          title: Your first Docker Spaces
+        - local: spaces-sdks-docker-examples
+          title: Example Docker Spaces
+        - local: spaces-sdks-docker-jupyter
+          title: JupyterLab on Spaces
+        - local: spaces-sdks-docker-argilla
+          title: Argilla on Spaces
+        - local: spaces-sdks-docker-livebook
+          title: Livebook on Spaces
+        - local: spaces-sdks-docker-label-studio
+          title: Label Studio on Spaces
+        - local: spaces-sdks-docker-aim
+          title: Aim on Spaces
+        - local: spaces-sdks-docker-shiny
+          title: Shiny on Spaces
+        - local: spaces-sdks-docker-zenml
+          title: ZenML on Spaces
+        - local: spaces-sdks-docker-chatui
+          title: ChatUI on Spaces
+        - local: spaces-sdks-docker-panel
+          title: Panel on Spaces
+        - local: spaces-sdks-docker-tabby
+          title: Tabby on Spaces
+        - local: spaces-sdks-docker-giskard
+          title: Giskard on Spaces
+        - local: spaces-sdks-docker-evidence
+          title: Evidence on Spaces
+        - local: spaces-sdks-docker-marimo
+          title: marimo on Spaces
+        - local: spaces-sdks-docker-langfuse
+          title: Langfuse on Spaces
+        - local: spaces-sdks-docker-dash
+          title: Plotly Dash on Spaces
+    - local: spaces-embed
+      title: Embed your Space
+    - local: spaces-run-with-docker
+      title: Run Spaces with Docker
+    - local: spaces-config-reference
+      title: Spaces Configuration Reference
+    - local: spaces-oauth
+      title: Sign-In with HF button
+    - local: spaces-changelog
+      title: Spaces Changelog
+    - local: spaces-advanced
+      title: Advanced Topics
+      sections:
+        - local: spaces-using-opencv
+          title: Using OpenCV in Spaces
+        - local: spaces-more-ways-to-create
+          title: More ways to create Spaces
+        - local: spaces-github-actions
+          title: Managing Spaces with Github Actions
+        - local: spaces-circleci
+          title: Managing Spaces with CircleCI Workflows
+        - local: spaces-sdks-python
+          title: Custom Python Spaces
+        - local: spaces-add-to-arxiv
+          title: How to Add a Space to ArXiv
+        - local: spaces-cookie-limitations
+          title: Cookie limitations in Spaces
+        - local: spaces-handle-url-parameters
+          title: Set URL query and hash
 - local: other
   title: Other
   isExpanded: true
   sections:
-  - local: organizations
-    title: Organizations
-    sections:
-    - local: organizations-managing
-      title: Managing Organizations
-    - local: organizations-cards
-      title: Organization Cards
-    - local: organizations-security
-      title: Access Control in Organizations
-  - local: enterprise-hub
-    title: Enterprise Hub
-    sections:
-    - local: enterprise-sso
-      title: Single Sign-On (SSO)
-    - local: audit-logs
-      title: Audit Logs
-    - local: storage-regions
-      title: Storage Regions
-    - local: enterprise-hub-datasets
-      title: Dataset viewer for Private datasets
-    - local: enterprise-hub-resource-groups
-      title: Resource Groups (Access Control)
-    - local: advanced-compute-options
-      title: Advanced Compute Options
-    - local: enterprise-hub-advanced-security
-      title: Advanced Security
-    - local: enterprise-hub-tokens-management
-      title: Tokens Management
-    - local: enterprise-hub-analytics
-      title: Analytics
-    - local: enterprise-hub-network-security
-      title: Network Security
-    - local: enterprise-hub-gating-group-collections
-      title: Gating Group Collections
-  - local: billing
-    title: Billing
-  - local: security
-    title: Security
-    sections:
-    - local: security-tokens
-      title: User Access Tokens
-    - local: security-2fa
-      title: Two-Factor Authentication
-    - local: security-git-ssh
-      title: Git over SSH
-    - local: security-gpg
-      title: Signing Commits with GPG
-    - local: security-sso
-      title: Single Sign-On (SSO)
+    - local: organizations
+      title: Organizations
+      sections:
+        - local: organizations-managing
+          title: Managing Organizations
+        - local: organizations-cards
+          title: Organization Cards
+        - local: organizations-security
+          title: Access Control in Organizations
+    - local: enterprise-hub
+      title: Enterprise Hub
+      sections:
+        - local: enterprise-sso
+          title: Single Sign-On (SSO)
+        - local: audit-logs
+          title: Audit Logs
+        - local: storage-regions
+          title: Storage Regions
+        - local: enterprise-hub-datasets
+          title: Dataset viewer for Private datasets
+        - local: enterprise-hub-resource-groups
+          title: Resource Groups (Access Control)
+        - local: advanced-compute-options
+          title: Advanced Compute Options
+        - local: enterprise-hub-advanced-security
+          title: Advanced Security
+        - local: enterprise-hub-tokens-management
+          title: Tokens Management
+        - local: enterprise-hub-analytics
+          title: Analytics
+        - local: enterprise-hub-network-security
+          title: Network Security
+        - local: enterprise-hub-gating-group-collections
+          title: Gating Group Collections
+    - local: billing
+      title: Billing
+    - local: security
+      title: Security
       sections:
-      - local: security-sso-okta-oidc
-        title: How to configure OIDC with Okta in the Hub
-      - local: security-sso-okta-saml
-        title: How to configure SAML with Okta in the Hub
-      - local: security-sso-azure-saml
-        title: How to configure SAML with Azure in the Hub
-      - local: security-sso-azure-oidc
-        title: How to configure OIDC with Azure in the Hub
-    - local: security-resource-groups
-      title: Advanced Access Control (Resource Groups)
-    - local: security-malware
-      title: Malware Scanning
-    - local: security-pickle
-      title: Pickle Scanning
-    - local: security-secrets
-      title: Secrets Scanning
-    - local: security-protectai
-      title: "Protect AI"
-  - local: moderation
-    title: Moderation
-  - local: paper-pages
-    title: Paper Pages
-  - local: search
-    title: Search
-  - local: doi
-    title: Digital Object Identifier (DOI)
-  - local: api
-    title: Hub API Endpoints
-  - local: oauth
-    title: Sign-In with HF
+        - local: security-tokens
+          title: User Access Tokens
+        - local: security-2fa
+          title: Two-Factor Authentication
+        - local: security-git-ssh
+          title: Git over SSH
+        - local: security-gpg
+          title: Signing Commits with GPG
+        - local: security-sso
+          title: Single Sign-On (SSO)
+          sections:
+            - local: security-sso-okta-oidc
+              title: How to configure OIDC with Okta in the Hub
+            - local: security-sso-okta-saml
+              title: How to configure SAML with Okta in the Hub
+            - local: security-sso-azure-saml
+              title: How to configure SAML with Azure in the Hub
+            - local: security-sso-azure-oidc
+              title: How to configure OIDC with Azure in the Hub
+        - local: security-resource-groups
+          title: Advanced Access Control (Resource Groups)
+        - local: security-malware
+          title: Malware Scanning
+        - local: security-pickle
+          title: Pickle Scanning
+        - local: security-secrets
+          title: Secrets Scanning
+        - local: security-protectai
+          title: "Protect AI"
+    - local: moderation
+      title: Moderation
+    - local: paper-pages
+      title: Paper Pages
+    - local: search
+      title: Search
+    - local: doi
+      title: Digital Object Identifier (DOI)
+    - local: api
+      title: Hub API Endpoints
+    - local: oauth
+      title: Sign-In with HF
diff --git a/docs/hub/spaces-sdks-docker-dash.md b/docs/hub/spaces-sdks-docker-dash.md
new file mode 100644
index 000000000..a7bdc9405
--- /dev/null
+++ b/docs/hub/spaces-sdks-docker-dash.md
@@ -0,0 +1,81 @@
+# Dash on Spaces
+
+With Dash Open Source, you can create data apps on your laptop in pure Python, no JavaScript required.
+
+Get familiar with Dash by building a [sample app](https://dash.plotly.com/tutorial) with open source. Scale up with [Dash Enterprise](https://plotly.com/dash/) when your Dash app is ready for department or company-wide consumption. Or, launch your initiative with Dash Enterprise from the start to unlock developer productivity gains and hands-on acceleration from Plotly's team.
+
+## Deploy Dash on Spaces
+
+To get started with Dash on Spaces, click the button below:
+
+<a href="http://huggingface.co/new-space?template=plotly/dash-app-template" target="_blank">
+    <img src="https://huggingface.co/datasets/huggingface/badges/resolve/main/deploy-to-spaces-lg.svg" alt="">
+</a>
+
+This will start building your Space using Plotly's Dash Docker template. If successful, you should see a similar application to the [Dash template app](https://huggingface.co/spaces/dash/dash-app-template).
+
+## Customizing your Dash app
+
+If you have never built with Dash before, we recommend getting started with our [Dash in 20 minutes tutorial](https://dash.plotly.com/tutorial).
+
+When you create a Dash Space, you'll get a few key files to help you get started:
+
+### 1. app.py
+
+This is the main app file that defines the core logic of your project. Dash apps are often structured as modules, and you can optionally seperate your layout, callbacks, and data into other files, like `layout.py`, etc.
+
+Inside of `app.py` you will see:
+
+1. `from dash import Dash, html`
+   We import the `Dash` object to define our app, and the `html` library, which gives us building blocks to assemble our project.
+
+2. `app = Dash()`
+   Here, we define our app. Layout, server, and callbacks are _bound_ to the `app` object.
+
+3. `server = app.server`
+   Here, we define our server variable, which is used to run the app in production.
+
+4. `app.layout = `
+   The starter app layout is defined as a list of Dash components, an indivdual Dash component, or a function that returns either.
+
+   The `app.layout` is your initial layout that will be updated as a single-page application by callbacks and other logic in your project.
+
+5. `if __name__ == '__main__': app.run(debug=True)`
+   If you are running your project locally with `python app.py`, `app.run(...)` will execute and start up a development server to work on your project, with features including hot reloading, the callback graph, and more.
+
+   In production, we recommend `gunicorn`, which is a production-grade server. Debug features will not be enabled when running your project with `gunicorn`, so this line will never be reached.
+
+### 2. Dockerfile
+
+The Dockerfile for a Dash app is minimal since Dash has few system dependencies. The key requirements are:
+
+- It installs the dependencies listed in `requirements.txt` (using `uv`)
+- It creates a non-root user for security
+- It runs the app with `gunicorn` using `gunicorn app:server --workers 4`
+
+You may need to modify this file if your application requires additional system dependencies, permissions, or other CLI flags.
+
+### 3. requirements.txt
+
+The Space will automatically install dependencies listed in the `requirements.txt` file. At minimum, you must include `dash` and `gunicorn` in this file. You will want to add any other required packages your app needs.
+
+The Dash Space template provides a basic setup that you can extend based on your needs.
+
+## Additional Resources and Support
+
+- [Dash documentation](https://dash.plotly.com)
+- [Dash GitHub repository](https://github.com/plotly/dash)
+- [Dash Community Forums](https://community.plotly.com)
+- [Dash Enterprise](https://plotly.com/dash)
+- [Dash template Space](https://huggingface.co/spaces/plotly/dash-app-template)
+
+## Troubleshooting
+
+If you encounter issues:
+
+1. Make sure your notebook runs locally in app mode using `python app.py`
+2. Check that all required packages are listed in `requirements.txt`
+3. Verify the port configuration matches (7860 is the default for Spaces)
+4. Check Space logs for any Python errors
+
+For more help, visit the [Plotly Community Forums](https://community.plotly.com) or [open an issue](https://github.com/plotly/dash/issues).