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AI-native analytics for agentic data analysis

Build interactive analytics apps in Python

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Embed Dash apps into password-protected websites without iframes

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

Millions of data teams trust Plotly for interactive data visualization. From open source graphing libraries to production data apps and AI-native analytics, explore what your team can build.

Interactive Data Visualization & Data Apps | Plotly

Read in-depth user stories and examples of how Plotly customers build, deploy, and scale professional data applications with Dash Enterprise.

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

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

Build interactive analytics apps and data visualizations with Plotly Studio. Use AI agents to go from data to Plotly dashboards. Try Plotly Studio for free.

Plotly Studio | AI-Powered Data Apps & Interactive Analytics

Data science and analytics best practices, trends, success stories, and expert-curated tutorials for modern data teams and leaders.

Dash is the open-source Python framework for building interactive data apps and dashboards — no HTML, CSS, or JavaScript required. Free, MIT-licensed. pip install dash. 

Dash | The Open-Source Python Framework for Data Applications

Plotly Community Events, Webinars, and Conferences

Plotly's company culture focuses on autonomy, trust, and data. Join the high-impact team pioneering analytic innovation and leading the data app industry.

Leverage Plotly's library of recorded webinars to learn data analytics tips, industry best practices, and application use cases from data analytics experts.

Watch Plotly’s on-demand webinar on Dash MCP and AI coding agents. Learn how Claude, Cursor, and Codex can build production-ready Dash apps with MCP tools, callbacks, and live demos.

Introducing Dash MCP + Building Dash Apps with Coding Agents

Learn about Plotly, the data visualization company headquartered in Montreal, and how we're building smarter data experiences for everyone, powered by AI.

Plotly Professional Services are experts in delivering future-proof data apps. From custom development to workshops, they can support your analytics needs.

Professional Services | Consulting, Training, & Open-Source Development

With the right design direction, Dash can become far more than a data tool. It can power elegant, premium web applications that feel modern, immersive, and consumer-ready.

Pushing Plotly Dash Beyond Default Design

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

Build, deploy, and scale professional data applications with airtight security, for confident, data-driven decisions across the organization.

Getting Started with Plotly Studio | Thank You

Chris Parmer, Chief Product Officer and co-founder of Plotly, walks through Plotly’s journey and vision for shipping data apps.

Plotly’s story — data apps for everyone

Have a question about Plotly or want to know how to get started with our products? Fill out this form, and a member of the our team will get in touch soon.

Register for this exclusive webinar on Plotly Studio’s Agentic Mode and discover how AI-powered, chat-based workflows enable multi-source analysis and full-scale data app creation.

Discuss your use case with a Plotly expert. Learn how industry leaders are solving the toughest challenges with custom data apps powered by Plotly Studio, Plotly Cloud, and Dash Enterprise.

Discover how leading businesses put data and AI to work, through production data apps. Request a custom price-quote.

Combined with Python, Plotly Dash delivers interactive, customizable data apps. Explore examples in a wide range of industries and advanced analytic needs.

How to use the new Python package, dash-social-signin, to add social sign-in to a Dash app.

Plotly Studio Enters the Agentic Era | Thank You

Have a question about Plotly or want to know how to get started? Share feedback in this form, and a member of the our team will get in touch soon.

How to measure the concentration of banking through Plotly visualizations such as the line plot, scatter plot, and the treemap.

Visualizing the Concentration of Banking with Plotly

Learn Plotly Studio in a guided session. Explore key features, see real examples, and get live guidance to build confident, compelling data visualizations.

Accelerate data app development with Plotly AI. Learn AI-assisted visualization, LangChain-powered insights, and industry-specific applications in finance, sports, and oil & gas.

Build Production-Grade Data Apps Your Way

How gold price movements might look when explored through different visual perspectives, using Plotly.

The Golden Trilogy: From Standard to Stunning with Plotly

Learn how Dash Enterprise helps teams deploy, manage, and scale Dash apps with enterprise security, centralized administration, and streamlined workflows.

Create interactive charts in Python and JavaScript with Plotly — 70+ chart types, from scientific to financial. Open-source, MIT-licensed. pip install plotly.

Plotly | Interactive Charts for Python & JavaScript

Find the right Plotly pricing plan, from self-serve analytics to full enterprise deployment. Compare pricing, features, and support, for AI data analysis at any scale.

Discover the Plotly Studio agentic workflow: chat with your data, generate insights, build Dash apps, and deploy interactive analytics with AI.

Watch this overview of Plotly's graphing libraries and learn to build interactive charts and data apps in Python and JavaScript with a clean, customizable API.

The go-to source for education on data visualization and data analysis

Plotly Cloud lets you deploy, host, and share Dash apps without Docker. Publish interactive data apps fast with built-in CI/CD and access control.

Dash Enterprise is the self-hosted platform for deploying Python data apps at scale. SOC 2 + ISO certified, Kubernetes-native, built for regulated environments.

Dash Enterprise | On-Prem Platform for Python Data Apps

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

Plotly Videos | Explore, Learn, Visualize

Plotly Cloud is a platform to securely and instantly publish Dash apps through simple drag-and-drop, eliminating infrastructure complexity for collaborative data analytics.

Go from data exploration to actionable insight faster. Schedule a demo to learn how Plotly enables powerful, customizable, interactive data apps.

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.

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.

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

Locate your connection strings in Fabric, create a Service Principal in Azure, and connect your data to Plotly Studio

How to Connect Plotly Studio to Microsoft Fabric

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Capture point-in-time snapshots of modeling work and generate custom PDF reports with Dash Snapshot Engine. Save analysis states via shareable links for easy collaboration.

Embed Dash apps into existing systems with a single line of code. Supports bidirectional communication and SSO token passing for secure integration.

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

Learn how Dash OAuth Connections enables secure pass-through authentication for Dash Enterprise apps with Databricks, Entra ID, and Snowflake.

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

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.

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.

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.

We Charted Rob's Spotify History | 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.

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.

Connect any data source to your BI dashboards and data apps. This guide covers what data sources are, how they work, and how to connect databases, warehouses, and APIs for accurate and high-impact insights.

Data Sources 101 | Connect Your Dashboards to Any Data Source

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

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

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

Your 60-second guide to building data apps with Plotly Studio. Drag, refine, and publish apps to Plotly Cloud or Enterprise in one click.

Introduction to Plotly Studio in 60 seconds

Plotly Cloud is a tool to publish and share Dash data apps with drag-and-drop ease. Set custom URLs, configure permissions, and share links in minutes.

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Learn how Plotly Cloud enables enterprises to host Dash apps across the organization with integrated authentication, central team management, and enterprise libraries.

An overview of Plotly Cloud for enterprise teams

With the new updates to Dash Design Kit, build sophisticated layouts with blocks, cards, and rows. Includes 30+ enhanced components like advanced dropdowns, date pickers, and sliders.

Watch a quick overview of Dash Design Kit. You'll learn how to style Dash apps without CSS or HTML. Export custom themes and get automatic mobile responsiveness out of the box.

Dash Enterprise is a platform for deploying production-grade Dash data apps with IDP integration, real-time monitoring, built-in IDE, and centralized admin controls. Watch the video overview.

A data engineering workflow that scrapes large commercial bank data from the Federal Reserve, transforming it through an ETL pipeline and applying linear regression with scikit-learn.

Learn to build an application 100% in Python, using Plotly Dash and the community extension Dash Mantine Components.

Learn basic principles related to responsive design, see examples, and find links to useful overviews and solutions with Dash, Plotly, and Bootstrap.

Responsive Design with Plotly, Dash, Bootstrap and AI

Learn the different ways to connect data to your dashboards: CSV, Excel, JSON files, PostgreSQL, MS SQL Server, and more.

Building a Python Dashboard that Connects to your Data

Learn how to stretch Dash beyond traditional data dashboards to handle real-time audio streaming.

From Voice-Controlled AI Agents to Flappy Bird

Learn how to integrate a Scikit-learn NLP model into a Dash app and how to link cosine similarity logic with callbacks for real-time recommendations.

How to Integrate Scikit-learn and DMC into a Plotly Dash App

Use Plotly Dash for a live dashboard that incorporates Geospatial Pipelines with PostgreSQL PostGIS and Google Cloud Platform.

Building a Real-Time Snow Conditions Dashboard with Plotly Dash

As a category-defining leader in enabling data-driven decisions, Plotly is frequently featured in the news. Explore recent articles, podcasts, and blog posts.

Discover the latest updates in Dash Enterprise, Dash Open Source, and Plotly Graphing Library — new product features, enhancements, and more

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

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

Introducing Dash Enterprise 6.0 | Thank You

Please see more details on Plotly's privacy policy, including information collected, security, retention, international visitors, and third-party services.

You love building analytics apps with Dash, now discover how to share it at scale with Plotly Cloud. See the hosting, security, and enterprise features that take your Dash apps from draft to shared insights with confidence.

Meet Plotly Cloud: Dash Apps as a Team Sport

Meet Plotly Cloud: Dash Apps as a Team Sport | Thank You

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

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

Learn to scale data applications with the right publishing strategy, workflow tips, and real-world case studies in this expert Plotly webinar.

Any App, Any Scale: The Plotly Publishing Playbook

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.

Dashboard Demons Quiz | Rebuild Monster Thank You

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

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

Dashboard Demons Quiz | Styling Gremlin Thank You

Dashboard Demons Quiz | Breakage Bug Thank You

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

How to optimize your development environment and strategy to build high-quality Dash applications using the latest agentic workflows.

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

With one argument, your Dash app becomes an MCP server that any agent can call.

Dash MCP: Turn Your Dash App Into a Tool for AI Agents

The Dash documentation now exposes a Model Context Protocol (MCP) server, so your agent reads the latest documentation every time.

Learn to use FastAPI or Quart backend with Dash 4.2 instead of the Flask backend.

Dash 4.2: Choose Your Backend — FastAPI and Quart Support

Learn to design effective interactive graphics and Plotly sites using insights from UX, web design, and data journalism for better user insights.

Standing on Many Shoulders to Design Effective Interactive Graphics

How resource constrained teams can publish analytic results with interactive Plotly graphics using free tools, simple infrastructure, and minimal bureaucracy.

Publishing analytic results in Plotly at resource-constrained organizations

How to stream live data in Dash apps with WebSocket Callbacks.

Plotly Studio's agentic analytics workflow is now available. Ask a question, get a live chart, report, or Dash app, all in a single session connected to your data.

Plotly Studio: The agentic workflow where your data is front and center

Pre-compute expensive queries on a schedule and serve cached results instantly to every user with Dash Enterprise's @schedule decorator.

Pre-Compute Once, Serve Instantly with Dash Enterprise @schedule Decorator

Learn how to embed Plotly Dash apps in Salesforce, portals, and more with one codebase. Handles authentication and cross-domain integration.

Plotly Dash Embedded: Build Data Apps, Deploy Anywhere 

From shiny new components to smarter defaults, our latest updates to Dash Design Kit make your apps look polished without the CSS headaches.

Updates to Dash Design Kit for Good-Looking Data Apps

By leveraging these best practices and the provided code, you can harness the power of Sankey Diagrams to gain insights from data. Learn more in this Plotly article.

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 4

Plotly.js now has multi-axis shapes and plot-wide hover/click events. These charting features are ideal for drilling and subsurface analytics dashboards.

Two New Plotly.js Features That Change How You Build Multi-Panel Charts

Learn why hosting and publishing your Dash apps with Plotly Cloud is easier, faster, and better than other hosting options for web-based analytics.

The Best Way to Publish and Host Your Plotly Dash Apps in 2026

Plotly Cloud adds team collaboration features for sharing Dash analytics apps across organizations with role-based permissions, centralized access, and real-time updates.

A guide to enterprise features in Plotly Cloud for publishing Dash apps at scale, including SSO, SCIM provisioning, advanced deployment capabilities, and private LLM integration.

Publishing Dash Apps Across Your Enterprise With Plotly Cloud

Legacy BI tools promise AI but can't get you to production. AI-native data analytics in Plotly Studio generates code-backed apps you can trust. Here's how.

The New Plotly Studio: AI-Native Analytics Built for Production

Data context determines whether AI analytics work on your real data. Learn the four types of context for LLMs and when to use each one for reliable analysis.

Plotly Studio connects directly to any data source by dynamically AI-generating code to authenticate, retrieve, and transform data for visualization.

Plotly Studio Data Sources: Connect to Anything

Plotly has been awarded certification status for ISO 27001 (Information Security), ISO 27701 (Privacy), and ISO 42001 (Artificial Intelligence).

Plotly Achieves "Triple Crown" ISO Certification for Security, Privacy, and AI Governance

Lessons from integrating designers using LLMs into our codebase, where it works for UI changes, where it fails, and the guardrails we set.

What I Learned Integrating Designers Wielding LLMs into Our Codebase

Learn how Plotly Studio and Plotly Cloud make it simple to create, publish, and share interactive data apps using AI and modern workflows.

Modern, Shareable AI Analytics with Plotly Studio and Cloud

Celebrate the winners of the Plotly Analytics Vibe-a-Thon. Over 1,500 participants built data apps using Plotly Studio's vibe analytics approach.

Three Data Apps That Won the Plotly Analytics Vibe-A-Thon

Plotly Studio's Explore mode generates advanced data analysis and computational tools tailored to your dataset. Download the latest release today.

Create Advanced Data Analysis and Computational Tools With Explore Mode in Plotly Studio

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