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Build interactive analytics apps in Python

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It makes you start from scratch every time, and what worked yesterday doesn't work today. Get your custom guide to beating the Rebuild Monster:

Learn the long-term opportunity cost of outdated, fragile dashboards

See how your team can conquer the Rebuild Monster with Plotly Studio

Get a 30/60/90 day roadmap to tame your dashboard demons for good

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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

See how to translate Figma designs into maintainable Dash apps with AI agents, MCPs, and your design system. Watch on demand.

From Figma to Dash: Transform Design Mockups into Production Apps

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

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

Partner with Plotly Professional Services to design, develop, and deploy custom data applications. Accelerate analytics delivery with our Dash experts.

Expert Dash Development, Consulting & Training | Plotly

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

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

From Figma to Dash: Transform Design Mockups into Production Apps | Thank You

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

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

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

Explore the latest news, press releases, podcasts, and articles featuring Plotly. See how we lead the industry in data-driven decision-making tools.

Watch how Cox Automotive turned to Dash Enterprise to solve a critical capacity planning problem across its 50-plus auto auction sites.

Cox Automotive on capacity planning with Dash Enterprise

Free 30-Day Dash Enterprise Trial | Thank You

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

See Plotly in action. Book a personalized demo and learn how teams build, deploy, and scale interactive data apps in Python.

Free 30-Day Dash Enterprise Trial | Plotly

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

Dash Enterprise FAQ: Licensing & Deployment

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

We demonstrate how to transform a Jupyter Notebook into a shareable Python data app using App Studio in Dash Enterprise.

Go from Jupyter Notebook to Python data app fast

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

Alex Martinez from RA Capital explains how Dash has replaced static tools like spreadsheets with real-time, interactive data apps.

How RA Capital replaced spreadsheets with Plotly

Watch the video to follow along and hear from the Cox Auto team on modernizing auction operations with scalable data apps using Dash Enterprise.

How Cox Auto drives automotive operations with Dash Enterprise

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.

Learn how to set up databases in Dash Enterprise, connect with Postgres, Redis, and external sources like Databricks and Snowflake, and build interactive data apps powered by live queries and visualizations.

Connect Databases to Data App with Dash Enterprise

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

Dash Enterprise License Check | Thank You

Learn about Plotly and our mission to build smarter, AI-powered data experiences. Discover how our tools empower analysts and engineers worldwide.

About Plotly: The Team Behind Dash & Plotly Studio

 Plotly Studio is an AI-native desktop app for generating Dash data apps in minutes with no code. Join the waitlist for early access to Plotly Studio.

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

Deploy Python data apps at scale with Dash Enterprise. Use our Kubernetes-native, self-hosted platform built securely for regulated environments.

Dash Enterprise: On-Prem Platform for Python Data Apps | Plotly

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

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

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.

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Plotly Newsletter | Product Updates, Events & Resources

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

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

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

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

Dash Club is a no-fluff email newsletter from the creator of Dash, featuring the latest Dash updates, community news, links, and notes.

Dash Club | Dash News, Updates & Community Highlights

See how a live data app replaced weekly exports and stale reports. Watch the on-demand recording and learn how to build one for your own team.

Live Data Apps Built by and for the Business

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

Build and deploy secure Python apps with Dash Enterprise to connect proprietary data and models for trading, portfolio analysis, and risk management.

Build Financial Analytics Apps with Dash Enterprise

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

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

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

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

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?

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!

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.

A scanpy tutorial on 239,696 real blood cells: quality control, Harmony batch integration, UMAP and marker genes, and what's new in scanpy 1.13, in Dash.

scanpy Tutorial (1.13): Harmony, Marker Genes, UMAP in Dash

Which open-weight models can you run on your own hardware, and how accurate are they? 24 models from our data analytics benchmark, sorted by the memory they need: a 64 GB Mac mini, a 128 GB DGX Spark, a 512 GB Mac Studio, a DGX Station or a GPU server.

Best Local LLMs in 2026: What You Can Run on a Mac mini, DGX Spark or Server

How to read and make a 3D bar chart (3D histogram, bar3, bar3d) in Python with Plotly, when a heatmap works better, how perspective misleads, and 10 real examples.

3D Bar Charts: A Complete Guide with 10 Examples (2026)

See the Dash apps Plotly Professional Services has shipped so far in 2026, from real-time well monitoring to self-serve analytics, plus lessons learned.

Plotly Professional Services: 2026 Dash Apps and Lessons

How to read a Levey-Jennings chart: the mean and ±1, 2, 3 SD lines, the Westgard rules (1-2s, 1-3s, 2-2s, R-4s), and how to make one in Python, with 10 examples.

Levey-Jennings Charts: A Complete Guide with 10 Examples (2026)

How to read a load duration curve: base, intermediate and peak load, capacity factor, net load, price and flow duration curves, with 11 examples and Python.

Load Duration Curves: Complete Guide with 11 Examples (2026)

A benchmark for whether AI agents can be trusted with data analysis, with results for 26 models on 43 questions against a 20M-row data warehouse.

DataAnalyticsBench: A Data Analytics Benchmark for AI (2026)

Thinking Machines' open-weight Inkling 2 Small scores 39/43 on PlotlyDataAnalyticsBench, the best U.S. open-weight model we've tested. Independent results on accuracy, cost and speed.

Inkling 2 Small Benchmark Results for Data Analysis

95 chart types: standard charts grouped by the question they answer, and domain-specific charts by field, each with an example, when to use it and a link to a guide.

Types of Charts and Graphs: 95 Chart Types Explained (2026)

What a Piper diagram (trilinear diagram) is, how to read one, milliequivalents and facies explained, alternatives, how to make one in Python, and 10 real examples.

Piper Diagrams: A Complete Guide with 10 Examples (2026)

How to read an ROC curve, what AUC, sensitivity, specificity and Youden's index mean, ROC vs precision-recall, and how to plot ROC curves in Python with Plotly.

ROC Curves: A Complete Guide with 10 Examples (2026)

Google's Gemini 4 Hydrogen scores 43/43 on PlotlyDataAnalyticsBench, ahead of Gemini 4 Carbon and Argon. Independent results on accuracy, cost and speed.

Gemini 4 Hydrogen Benchmark Results for Data Analysis

How open-weight AI models compare with closed models for data analytics in 2026, based on Plotly's DataAnalyticsBench: accuracy, cost, running on your own hardware, privacy and fine-tuning.

How to read and make a regression plot (scatter plot with a trendline): least squares, R², confidence bands, LOWESS, residual plots and Plotly Express trendlines.

Regression Plots: A Complete Guide with 10 Examples (2026)

What an isosurface plot and a volume plot are, how to read a 3D scalar field, and how to make both with Plotly in Python or JavaScript, with 10 real-data examples.

Isosurface and Volume Plots: Guide with 10 Examples (2026)

How to read a psychrometric chart: dry bulb, humidity ratio, relative humidity, dew point, wet bulb, enthalpy, the ASHRAE comfort zone, and Python code.

Psychrometric Charts: A Complete Guide with 10 Examples (2026)

How to read a drawdown (underwater) chart: maximum drawdown, peak to trough, recovery time, how to plot drawdown in Python with Plotly, and 11 real examples.

Drawdown Charts: A Complete Guide with 11 Examples (2026)

We ran 22 older models, from GPT-4o to GPT-5.6 Sol, through the same data analytics exam as today's models. No model earned an A until July 2026. Now four pass all 43.

Two Years of LLM Progress on Data Analysis

How to read and make a Bland-Altman plot (Tukey mean-difference plot): bias, limits of agreement, proportional bias and the ratio version, in Python and Plotly

Bland-Altman Plots: A Complete Guide with 10 Examples (2026)

We tested 13 open-weight models from U.S. labs, including Meta, NVIDIA, OpenAI, Google, Reflection AI, Thinking Machines and Ricursive, on real data analysis. How they rank, what they cost, how they were trained, and how they compare to Chinese open models.

Best U.S. Open-Weight Models in 2026: Benchmark Results

Google's Gemini 4 Carbon scores 42/43 on PlotlyDataAnalyticsBench, one point above Gemini 4 Argon. Independent results on accuracy, cost and speed.

Gemini 4 Carbon Benchmark Results for Data Analysis

How to read a dose-response curve: the log dose axis, the 4PL (Hill) fit, EC50 and IC50, Hill slope, potency vs efficacy, and how to make one in Python with Plotly.

Dose-Response Curves: A Complete Guide with 10 Examples (2026)

What the duck curve is, how to read net load by hour, CAISO's duck chart, ramping, curtailment and batteries, with 11 real grid examples and Plotly code.

Duck Curves: A Complete Guide with 11 Examples (2026)

Discover the new collaboration features, customization options, and enhanced control measures in the latest 5.4 Plotly Dash Enterprise release.

Chris Parmer, Plotly Co-Founder and Chief Product Officer, reflects on the future of AI data apps and LLMs in a world of unstructured text.

You're haunted by the Rebuild Monster!