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Measure drillholes in Western Australia to better understand their depth and composition.

An overview of oil and gas production by year in New York State.

How do model architecture and other characteristics impact energy efficiency in neural network training.

Well production and geological analysis across sites in Kentucky.

Visualizing Log ASCII Standard (LAS) data in Python for well drilling applications.

Explore global trade networks for various precious metals and stones in 2022.

Explore energy usage patterns, identify trends, and gain insights into energy efficiency opportunities.

A dozen subsurface visualization tools by the global energy titan Equinor.

Visualization of the European transmission network with the PyPSA-Eur package.

Track the 2030 milestones for decarbonising heavy-emitting industry and transport sectors.

Track large-scale battery storage development in Germany based on public data.

Peak load and day-ahead forecasting for 5 ISOs using Scikit-Learn, Pyiso, and the DarkSky API.

Interactive analysis of Climate TRACE emissions data, revealing global decarbonization progress.

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/energy-utility/

Uniper uses Dash Enterprise to scale energy trading analytics in a collaborative Azure Databricks notebook environment. Explore other examples of Python Dash applications for energy and utilities use cases.

Explore examples of Python and data science applications in the energy and utilities industry, including electricity, oil and gas, renewables, and more.

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

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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

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

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

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

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

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

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

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

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

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.

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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

Build an MCP server in Python with Dash. Five examples for analytics and internal data, with the prompts to build them, plus how to design and host tools.

How to Build an MCP Server in Python (5 Real Examples)

AI data visualization can suggest charts, query data in plain language, and build full apps. See how execution determines how far it can go.

AI Data Visualization: What’s Changing?

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.

Learn how averages, weak comparisons, misleading scales, color, and hidden filters can distort dashboard decisions, and how to design clearer data apps.

5 Dashboard Design Mistakes That Mislead Users

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.

Reflection's open-weight Beam 1.0 scores 36/43 on PlotlyDataAnalyticsBench and catches every data quality problem we planted, but almost none of its input was cached, so the run cost $8.29. Here's what it gets right, and where it still slips.

Reflection Beam 1.0 Benchmark Results for Data Analysis

One dataset, 13 charts: 76 years of San Francisco temperatures plotted as line charts, radial charts, calendars, heatmaps and tables, with the prompts to make each one in Plotly with a coding agent.

Upstage's Solar Pro 4 scores 27/43 and Solar Mini 4 scores 21/43 on PlotlyDataAnalyticsBench. They're among the cheapest models per token, but they read millions of tokens per question. Here's what they get right, and where they slip.

Upstage Solar Pro 4 and Solar Mini 4 Benchmark Results for Data Analysis

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

5 Best Interactive Dashboard Tools for 2027

Compare 10 AI data analytics tools by AI capabilities, code visibility, deployment, and pricing. Assess the tradeoffs for your team's workflows.

10 AI Data Analytics Tools Compared: Features and Pricing

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 Benchmark Results for Data Analysis

NVIDIA's Nemotron 3.5 Super VL scores 30/43 on PlotlyDataAnalyticsBench for $0.46 a run, close to Nemotron 3 Ultra at a fifteenth of the cost, and it's the fastest model on our leaderboard. Here's what it gets right, and where it still slips.

NVIDIA Nemotron 3.5 Super VL Benchmark Results for Data Analysis

Meta's Muse Spark Open scores 38/43 on PlotlyDataAnalyticsBench, tied for the best open-weight result we've measured, and you can run it on your own Mac Studios. Here's what it gets right, and where it still slips.

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

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 Benchmark Results for Data Analysis

Google's Gemini 4 Argon scores 41/43 on PlotlyDataAnalyticsBench for $13.47 a run, and found all five patterns we hid in the data. Here's what it gets right, and where it still slips.

Gemini 4 Argon Benchmark Results for Data Analysis

Introducing Plotly Studio. Read more from Plotly on building, deploying, and scaling interactive Python data apps. Read more on the Plotly blog.

Meta's Muse Wonder scores 41/43 on PlotlyDataAnalyticsBench for $16.98 a run, tying Claude Opus 5.5, and answers three times faster than Muse Spark 1.3. Here's what it gets right, and where it still slips.

Muse Wonder Benchmark Results for Data Analysis

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

 Explore six practical workflows for data analysts, including AI agents for business workflow automation, and learn which AI productivity tools updates matter.

Plotly Dash Examples

Energy & Utilities

Drillhole Visualizer

Oil and Gas Production App

AI Energy Consumption

Geological Analysis

LAS Well Data

US Electric Grid Forecasting