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AI-native analytics for agentic data analysis

Build interactive analytics apps in Python

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DASH ENTERPRISE

Embedding Middleware

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The Dash Enterprise Embedding Middleware allows Dash apps to embed in any web platform (without the use of iframes).

Embedding Middleware supports single sign-on (SSO), so embedded Dash apps can read who is signed into the parent website without reauthenticating.

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React application, static website, or Chromium desktop app? It doesn't matter. Dash apps embed anywhere with the Dash Enterprise Embedding Middleware.

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Does your web platform have millions of users? Dash Enterprise can handle it. Dash applications scale horizontally on Dash Enterprise's modern infrastructure.

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Embedded BI solutions today use clunky iframes that are slow, load asynchronously and have poor mobile mobile UX. The Dash Enterprise Embedding Middleware brings seamless Advanced Analytics to any web platform through its iframe-free architecture.

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With built-in Salesforce Embedded Middleware integration, you can use Dash Enterprise for Salesforce data processing and authentication.

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Data can pass back and forth between the parent host app and the Dash app. The Dash app can trigger JavaScript functions to run in the parent host app and vice versa.

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Dash Enterprise Embedding Middleware puts data apps inside existing portals and platforms without iframes, with single sign-on carried through.

Embed Dash Apps Without iframes | Dash Enterprise

Dash Enterprise Embedding Middleware enables seamless embedding without the use of iframes. It also offers single sign-on for easy authentication that scales.

Deploy Dash apps to Plotly Cloud or Dash Enterprise via CLI. Built for AI agents like Claude Code & Cursor to ship, monitor, and govern apps from the terminal.

CLI Deployment for Dash Apps | Plotly Cloud & Dash Enterprise

State of Vibe Analytics Report | Thank you

Confirm whether your organization has already licensed Dash Enterprise. Submit this form and the Plotly team will verify your license status and follow up.

Dash Enterprise License Check | Verify With Plotly

Connect to Microsoft SQL Server data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Connect Microsoft SQL Server to Plotly Studio

Download Plotly Studio for MacOS and Windows and start building stunning AI-generated data apps in minutes.

Download Plotly Studio for Mac and Windows

The easiest and fastest way to publish Dash apps with Plotly Cloud. Deploy with drag-and-drop and share among your team, eliminating infrastructure complexity.

Publish Dash Apps Fast with Plotly Cloud | Plotly

Connect to PostgreSQL data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Receive the latest product developments and community updates. Subscribe to stay up to date with all things Plotly.

Plotly Newsletter | Product Updates, Events & Resources

Dashboard Demons Quiz | Filter Phantom Thank You

Beat the Breakage Bug and eliminate dashboard debt. Learn how data teams use Plotly Studio to build faster, more reliable analytics.

Infra, and Modules, and AI, oh my!. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

Read in-depth user stories to see how global customers build, deploy, and scale professional Python data applications with Plotly Dash Enterprise.

Plotly User Stories: How Teams Build Data Apps

Navigate the future of dynamic data apps for production. Learn from expert industry speakers how to put data and AI into action with Plotly.

We love connecting with the data community, in-person and online! Explore upcoming Plotly community events, webinars, and conferences around the world.

Calendar: Plotly Community Events, Webinars, and Conferences

Dashboard Demons Quiz | Rebuild Monster Thank You

The State of Vibe Analytics. Read more from Plotly on building, deploying, and scaling interactive Python data apps. Read more on the Plotly blog.

Add agentic analytics to any Dash app on Plotly Cloud with one toggle. Watch the session to see Plotly Studio Embedded in action.

Webinar: Introducing Plotly Studio Embedded

Dash Enterprise License Check | Thank You

Build data apps in under a minute with Plotly Studio and Cloud. See real AI-generated apps in healthcare, finance, and more, no coding required.

Beat the Refresh Demon and eliminate dashboard debt. Learn how data teams use Plotly Studio to build faster, more reliable analytics.

We Charted Rob's Spotify History | Thank You

Introducing Dash MCP + Building Dash Apps with Coding Agents | Thank You

Dashboard Demons Quiz | Breakage Bug Thank You

Build Data Apps Smarter with Plotly AI. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

Take Your Power BI Models Beyond the Static Dashboard | Thank You

Build Production-Grade Data Apps Your Way | Thank you

Plotly’s brand guidelines outline the visual identity of our brand. Use this page as a starting point if you are creating imagery using the Plotly logo.

Plotly Brand Guidelines: Logos, Colours & Usage

See how to turn Spotify data into an interactive analytics app using AI-assisted development, from Plotly Studio to Dash Enterprise Workspaces to production deployment.

Contact Plotly for product information, technical guidance, and enterprise sales. Let our team help evaluate interactive data solutions for your business.

Contact Sales & Technical Support | Plotly

Explore upcoming Plotly community events, webinars, and conferences worldwide. Connect with data science experts and learn new data visualization skills.

Community Events, Webinars & Conferences | Plotly

Build and publish creative AI data apps at Plotly’s Vibe-a-Thon using Plotly Studio and Cloud. Win cash, swag, and show off your analytics skills.

Analytics Vibe-a-Thon: Build AI Data Apps | Plotly

Production-Ready Data Apps at Enterprise Speed. See how Plotly helps data teams build and deploy interactive Python data apps. Read more from Plotly.

Production-Ready Data Apps at Enterprise Speed

Discover how Plotly Studio connects to Power BI semantic models to build custom, AI-powered data apps without viewer limits or vendor lock-in.

Take Your Power BI Models Beyond the Static Dashboard

Explore the new, production-ready Plotly Studio with AI-native analytics, live data connectivity, and seamless Dash Enterprise deployment.

The New Plotly Studio: AI-first business intelligence and analytics

Discover Dash Enterprise 6, a Kubernetes-native platform for deploying secure Python data apps with AI development, CI/CD integration, and enterprise.

Introducing Dash Enterprise 6.0: Production-Ready Data Apps at Enterprise Scale

Beat the Rebuild Monster and eliminate dashboard debt. Learn how data teams use Plotly Studio to build faster, more reliable analytics.

Stay updated on data science best practices, AI app development trends, and expert tutorials. Read the latest insights from data visualization leaders.

Data Visualization & AI Analytics Blog | Plotly

Explore backup, restore, and high availability in Dash Enterprise. Learn how to improve application resilience and minimize downtime in production.

Resilient Deployments for Production Applications with Dash Enterprise

Explore Plotly Studio's latest upgrades: data connections, auto-refresh, chart exploration, workflows, and in-app docs for faster insights.

Fresh Look, Fresh Data: What's new in Plotly Studio

Dashboard Demons Quiz | Styling Gremlin Thank You

See how agentic analytics turns raw datasets into interactive data apps in minutes with Plotly Studio, producing clean Python you can deploy.

Let Your Data Vibe: Agentic Analytics Webinar

Compare Dash Enterprise, Tableau, Power BI, and Einstein Analytics. See the differences in deployment process, ease of use, security, support, and more.

Dash Enterprise for Python vs Common BI Software

Deploy front-ends for machine learning back-ends like PyTorch, Keras, and TensorFlow with custom Life Sciences templates in Dash Enterprise.

Move your embedded Python analytics to Plotly Dash Enterprise from Power BI.

Power BI deprecation: keep your Python embedded analytics

Learn how to connect any data source to Plotly Studio dashboards and data apps. Explore integration guides for databases, warehouses, and APIs.

Connect Dashboards & Plotly Studio to Any Data Source | Plotly

Connect to Snowflake data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Compare Dash, Posit (Shiny), Streamlit, and Bokeh as low-code UI layers: web protocols, architecture, scalability, and production readiness.

How do Dash, Shiny, Streamlit, and Bokeh compare?

Plotly Customer Success helps Dash Enterprise teams turn data apps into decisions, with onboarding, architecture guidance, and ongoing support.

Plotly Customer Success: Support for Dash Enterprise

Connect to Databricks data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Turn Scientific Models into Decision-Making Tools with Dash | Thank You

Connect to Google BigQuery data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Connect to Oracle Database data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Compare Dash, Posit (Shiny), and Streamlit as low-code UI layers for data apps: architecture, scaling behavior, and production trade-offs.

How do Dash, Posit (Shiny), and Streamlit compare?

Plotly teamed up with Databricks to dive deep into how the data science community is putting AI into action!

Analyze and visualize data with AI using Plotly Studio. Available as a standalone app or embedded in your Dash app. Go from raw data to interactive analytics apps and dashboards in minutes.

Plotly Studio Enters the Agentic Era | Thank You

Connect to MySQL data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Compare Plotly plans, from self-serve analytics to Dash Enterprise. Find the right fit for your team's data apps, users, and deployment needs.

Plotly Studio and Plotly Cloud Pricing Plans | Plotly

Join the high-impact team at Plotly. Explore open careers and learn about our culture focused on autonomy, trust, and pioneering analytic innovation.

Careers at Plotly: Open Roles & Life on the Team

How S&P Global Market Intelligence delivered production-grade, AI-powered analytics from large-scale, text-based datasets with Dash Enterprise and Databricks.

Production-Grade Data Apps from S&P Global with Databricks and Dash

Find answers to common questions you may have about Dash Enterprise, including migration, installation, deployment, and licensing.

Dash Enterprise FAQ: Licensing & Deployment

Connect to MotherDuck data from Plotly in minutes. Step-by-step setup guide with credentials, LLM prompts, and troubleshooting tips for analysts and data teams.

Explore easy-to-follow video tutorials and practical insights from data science experts to help you master Plotly and build interactive Python data apps.

Video Tutorials for Python Data Apps | Plotly

From Prompt to Production: Building Real-Time Data Application with AI. Read more from Plotly. See how Plotly helps teams build data apps in Python.

From Prompt to Production: Building Real-Time Data Application with AI

Nathan Drezner shares updates for Dash 3.0 with new features and performance improvements perfect for all Dash developers and component creators.

Operationalise AI and ML initiatives with Dash. Build Python web apps on top of GPT, Hugging Face Transformers, UMAP, and your own models.

Tune into the webinar with LangChain's Erick Friis and Plotly's Adam Schroeder, discussing the Plotly-Langchain Community App Challenge collaboration.

Build LLM Data Apps with LangChain and Dash

Discover the Plotly Champions program. Learn how community members make an impact by developing open-source tools and supporting fellow data scientists.

Plotly Champions: Join the Community Program

Manual refreshes, broken connections, and endless styling requests drain your team's time. Take the quiz to find your dashboard time sinks.

Dashboard Demons Quiz: Find Your Time Sinks

Learn how Plotly Dash and Databricks are empowering organizations with real-time insights, interactive visualizations, and collaborative decision-making.

What is a production-grade data application?

The journey from data science notebooks to data products. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

The journey from data science notebooks to data products

Discover Plotly Studio, AI-powered analytics that turn your data into interactive dashboards and apps in minutes.

A smarter, faster way to build what BI never could | Thank you

Enhance your data science skills with Plotly University. Access expert training, courses, and certifications to master Dash and interactive data visualization.

Data App Training & Certification Courses | Plotly

What is a production-grade data application? | Thank you

Learn how AI helps data teams blaze past BI to build smarter, faster Python data apps. Learn what’s possible, what’s broken, and what’s next.

A smarter, faster way to build what BI never could

From Spreadsheet to Spectacular | Thank you

Infra, and Modules, and AI, oh my! | Thank you

Dashboard Demons Quiz | Update Imp Thank You

Resilient Deployments for Production Applications | Thank You

Discover the latest updates in Dash Enterprise, Dash Open Source, and Plotly Graphing Library. Explore new product features and enterprise enhancements.

Production-Ready Data Apps at Enterprise Speed | Thank you

Any App, Any Scale: The Plotly Publishing Playbook | Thank You

Introducing Dash MCP + Building Dash Apps with Coding Agents. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

Introducing Dash MCP + Building Dash Apps with Coding Agents

Explore the Michelin Guide with AI Visualization & Insight. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

Explore the Michelin Guide with AI Visualization & Insight

Building Smarter, Safer, Data Apps with AI | Thank you

Dashboard Demons Quiz | Refresh Demon Thank You

Watch now: The Rise of Vibe Analytics | Thank You

Dash apps cost roughly 33% less in tokens than full-stack apps when built with Claude. See the benchmark data and learn when full stack still makes sense.

Dash vs. Full Stack Apps: Which Costs Less to Build with AI? 

Vibe-coded apps look fine on day one. Part 2 covers the dependency risks, bus factor, and support gaps that surface later—Dash vs. full stack.

Dash vs. Full Stack in the AI Era: Hidden Risks (Part 2)

Automate and streamline digital marketing workflows with by building custom digital marketing data apps and dashboards using Advertools and Dash.

Automating and Streamlining Digital Marketing Workflows

Dash 4.2: WebSocket Callbacks. Read more from Plotly on building, deploying, and scaling interactive Python data apps. Read more on the Plotly blog.

These five highlights from “Spreadsheet to Spectacular” show how fast you can build interactive data apps with just a spreadsheet and agentic AI.

5 Highlights from Spreadsheet to Spectacular

Plotly AI is a set of AI capabilities helping data teams analyze data faster and create production-quality, interactive Python data apps with Plotly.

What Is Plotly AI? Faster Analysis in Python

Plotly.py, our graphing libraries, reached an incredible milestone: 500 million lifetime package downloads from PyPi. Read the blog to learn more.

At the 2025 Data + AI Summit, one trend was clear: data teams are shifting towards interactive, agentic analytics. Here's how Plotly is leading that shift.

2025 Data + AI Summit: Plotly Recap and Reflections

Learn how typed array support in Plotly.js makes it easier to move data into the Plotly renderer with faster serialization and better compute and memory.

Plotly Cloud eliminates publishing friction for Dash apps. Drag-and-drop publishing takes your interactive data apps from localhost to live URL.

Researchers and industry experts discuss vibe analytics, and we showcase how Plotly Studio can transform data into interactive apps in minutes.

Highlights From the Rise of Vibe Analytics

Discover the benefits, challenges, and explore how AI benefits both employees and patients in the Pharmaceutical and Life Sciences industries.

How Pharma and Life Sciences Are Benefiting From AI | Plotly

We’ve rebuilt Dash Core Components from scratch. Explore Dash 4’s new in-house design, featuring superior accessibility and refined interaction patterns.

Dash Core Components Gets a Design-Driven Refresh with Dash

Read how team Plotly builds internal customer success data apps and automation with Dash Enterprise to better serve customers with efficiency.

How Plotly's Customer Success Team Uses Dash Enterprise to

Nicole Arksey, Group Product Manager at Plotly, shares her thoughts on the upcoming Dash Enterprise 5.2 release — and what it means for data science teams.

How Dash Enterprise 5.2 Enables Data Science Teams to Influence Mission-Critical Decisions

We’ve launched an initiative to celebrate Plotly Champions as stalwarts of the 25,000+ strong Plotly Community. Celebrate this launch with us.

A Tribute to the Plotly Community Champions

Control your Dash app hosting costs with Plotly Cloud's new Compute tab. Choose Automatic Sleep or Always Awake mode and scale from 0.5 to 8 vCPU.

Compute Modes & App Sizing for Dash Apps | Plotly Cloud

Read all about the latest iteration of our keystone offering, Dash Enterprise 5.6, as well as the hefty updates to our open source libraries.

Creating an Interactive Web App with Matplotlib, Python, and Dash. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

Creating an Interactive Web App with Matplotlib, Python

Data science has specialized roles in finance, shaping how risk is managed and data is visualized. Jeff Butler, Executive Director - XVA Trading at CIBC

How Data Science Impacts Portfolio Management in Finance

Plotly is now SOC2 Type I and Type II compliant. Learn how this helps protect customer assets and data sources when using Plotly products.

Enhanced Security and Reliability | Plotly

Dash 4.3 exposes callbacks and Python functions as MCP tools. How we shaped our messaging framework into tools, structured the content, and deployed it.

Building an MCP server with Dash: a walkthrough

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