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Plotly is committed to making the tech industry more accessible to people from different cultures, as well as using and encouraging the use of our technology for anti-racist efforts. For our complete land acknowledgement and resources to learn about settlement and contribute to Indigenous activism, visit our About Us page.

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AI-native analytics for agentic data analysis

Build interactive analytics apps in Python

Create interactive charts in Python and JavaScript

Publish Dash and Studio apps for individuals and across teams

Platform for Dash, Studio, and other data apps inside your organization's infrastructure

Latest snow accumulation, depth, current temperature, snow water equivalent & 7 day forecasted snowfall.

A dozen machine learning models applied on the Titanic dataset including classifications, decision trees.

A comprehensive analysis of femicide cases in Bolivia.

Suivi des incidents dans le métro de Montréal.

Explore commercial airline travel in the US, using 2023 data from the Bureau of Transportation Statistics

Explore pick up locations of millions of Uber rides in NYC.

An app to help you decide where to go ice climbing thorugh weather and forecast reports.

Visualizing availability of rental & for-sale properties in Los Angeles County

Display real-time maritime traffic on the area of your choice.

A real-time app that visualizes various aspects of space activity every 6 hours.

Visualiser les événements publics de la Ville de Montréal.

A tool to build beautiful static and dynamic choropleth maps from csv and excel data.

A frame-by-frame autonomous vehicle explorer from the Lyft perception dataset in Python.

View house prices by postcode sector in this interactive choropleth Python app.

Classify images of maritime environments collected by underwater robotics.

A comprehensive analysis of school infrastructure across Indian states and districts.

Shapash is a Python library designed to make machine learning comprehensible for everyone.

Track and monitor satellites in real-time.

Visualize hundreds of indicators across countries in this multi-page app.

A Dash app with real-time airport and airline metrics from around the world.

Explore interactive dashboard examples and AI apps built by teams like yours. See what’s possible with Plotly Dash examples for your data analytics. Powered by Plotly Studio & Dash

https://plotly.com/examples/transportation-mapping/

Use Plotly to optimize routes, track fleets in real time, predict delays, and analyze traffic and logistics data for faster, safer, and more efficient transportation.

Explore Python applications for transportation and mapping, ranging from fleet optimization to logistics data, and more.

Transportation & Mapping Dash App Examples

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

Live Data Apps Built by and for the Business | Thank You

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

See how a live data app replaced weekly exports and stale reports. Join us October 15 and learn how to build one for your own team.

Live Data Apps Built by and for the Business

Go from a Claude prompt to a deployed Dash app on Plotly Cloud. Plus App Analytics, quiver traces, and what's new in plotly.py v7 and plotly.js v4.

Claude Connector and Major Upgrades to Plotly.py and Plotly.js

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

Connect energy data and analytical models in Dash Enterprise applications that teams can deploy, govern, and use across operational workflows.

Build Secure Data Applications for the Energy Industry

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

Watch Plotly's recorded webinars for data analytics tips, industry best practices, and real application use cases from practitioners and experts.

Plotly Webinars: Data App Sessions On Demand

Review Plotly's robust security measures. Build, deploy, and scale professional data applications with airtight security for confident decision-making.

Security at Plotly: Data Protection & Compliance

Claude Connector + Major Upgrades to plotly.py and plotly.js | Thank You

Chart Studio shut down on October 31, 2025. Recreate everything you built in Chart Studio with Plotly Studio, our agentic chart creation product.

Looking for Chart Studio? Try Plotly Studio

Dash is the open-source Python framework for interactive data apps and dashboards. No HTML, CSS, or JavaScript required. Get started free.

Dash: Open-Source Python Framework for Data Apps | Plotly

One Workspace for Every Session with Plotly Studio Projects | Thank You

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

Your analysis shouldn't restart every session. See how Plotly Studio Projects keeps data connections and versioned artifacts in one workspace.

Webinar: One Workspace for Every Session with Plotly Studio Projects

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.

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

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.

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.

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.

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

Compare five interactive dashboard tools, including dashboard libraries for Python, Python dashboard tools, BI platforms, AI Capabilities, and monitoring software.

5 Best Interactive Dashboard Tools for 2027

Mistral Large 4 scores 32/43 on PlotlyDataAnalyticsBench for $1.94 a run, up from 25/43 for $20.51 with Mistral Medium 3.5. Here's what it gets right, and where it still slips.

Mistral Large 4 Data Analytics Benchmark Results

Plotly Cloud's Claude connector is now available. Develop and deploy data apps with Claude.ai, start and stop applications, and retrieve logs to fix bugs and deployment issues.

Build & Deploy Apps on Plotly Cloud with Claude

Discover how AI in data analytics is changing the analyst's role, the skills that matter most, and the future of data analysts in an AI-driven world.

Will AI Replace Data Analysts in 2027? Here’s the Truth.

See how the AI analytics workflow is changing as teams accelerate creation, strengthen verification, govern data apps, and assess portability.

AI Analytics Workflow: 4 Shifts Reshaping Data Teams

Compare interactive dashboards vs static reports and learn how data storytelling techniques turn business data into clearer, faster decisions.

Interactive Dashboards vs Static Reports: When to Use Each

Learn how Python for business analytics is effectively used, and how teams turn Python analysis into automated workflows and interactive data apps.

Python for Business Analytics: The Modern Data Language

Claude Haiku 5.5 scores 37/43 on PlotlyDataAnalyticsBench for $0.38 a run, up from 27/43 for $3.27 with Claude Haiku 4.5, and it's the fastest model on our leaderboard. Here's what it gets right, and where it still slips.

Claude Haiku 5.5 Data Analytics Benchmark Results

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

We tested DeepSeek V4.1 Flash on a 43-question data analytics benchmark. It scored 36/43 for $0.46 a run, about 1/29th the cost of Claude Opus 5.5, but GPT-6 Luna and Claude Haiku 5.5 scored as well or better for less, and answered faster.

DeepSeek V4.1 Flash for Data Analysis: A Review

Learn how app analytics can help you determine which apps need more resources, and which apps are providing the most value to your organization.

Compare Dash vs Streamlit on performance, AI features, UI flexibility, deployment, and cost to choose the right Python framework for production data apps.

Dash vs Streamlit: Performance, AI, and Deployment

When AI writes your data app, the framework you name still matters. Part 1 explains why Dash beats full stack on architecture, sync, and state.

Dash vs. Full Stack in the AI Era: The Architecture Case (Part 1)

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 in the AI Era: Token Cost (Part 3)

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

Plotly Dash Examples

Transportation & Mapping

Femicide in Bolivia

Centre de Controle des Incidents

Uber Rides Geospatial Data Viz

Événements de Montréal

Vehicle Perception & Comp. Vision

Satellite Dashboard