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Track snow precipitation and temperature patterns over 40+ years of data collection.

Upload a PDF, run Process, then ask questions to learn about the document.

The environmental impact of Thermoplan’s coffee machines in full transparency.

Master GitHub with a Qwen AI app built on LangChain, Hugging Face & FAISS.

Monitoring real-time process quality with statistical process control in Python.

This dashboard explores the complex world of coffee flavor profiles using a hierarchical taxonomy.

Compare countries and regions and understand the role of energy supply and demand.

Geothermal reservoir engineering simulators by the LBNL.

Track sail drones deployed by the National Oceanic and Atmospheric Administration.

Explore the link between the El Niño Southern Oscillation and snow accumulation in British Columbia.

Python digital signal processing app for industrial IoT.

Evaluation of fire and explosion hazard for lithium-ion batteries.

Over 200,000 scientists use Materials Project to analyze over 140K materials across 14 apps

Track rainfall and other metrics from several Python IOT rainfall stations.

Example of Python AeroSandbox for computational fluid dynamics in Python

Learn about the steps needed to work with time series data, fitting sARIMA models to make predictions.

Discover correlations and patterns of hyperparameters with the parallel coordinates plot.

Latent Dirichlet Allocation performed in Python across a scientific paper dataset.

Explores gender equality through the OECD Well-Being data using the Adjusted Gender Parity Index (GPIA).

Explore the geography, wine, and socioeconomic metrics of France through the lens of Michelin stars.

This report analyzes the difference between men's and women's average and median hourly pay.

Visualize the Repair Café data to track and explore device repair outcomes.

Visualize real-time scientific and geospatial data from the HERA radio telescope array.

An interactive attachment style test with a global statistics dashboard and pdf report generation.

Visualize climate data with time series, heatmaps, maps, wind roses and more.

A dozen interactive civil engineering and structural mechanics models in Python.

10 geotechnical engineering models in Python including seismic classification, site design, and more.

A Dash app to explore rich data about higher education in the United States.

Our customer NOAA made this app to easily follow sea temperature, pressure, and salinity.

Visualize turbine data at a wind farm off the coast of England

Exploring 20 years of data from the West Coast Metabolomics Center at UC Davis.

Interactive graphs that fit replicate data to the Michaelis-Menten kinetics equation.

Explore interactive dashboard examples and AI apps built by teams like 

yours. See what’s possible with Plotly Dash examples for your data analytics.

The right tools can accelerate scientific advancements by gathering large amounts of data, facilitating research, and finding insights. Explore Dash app examples in science and engineering, including finite element method, contract for difference, physics modeling, and simulations, and more.

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

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

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

Plotly Community Events, Webinars, and Conferences

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

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

Calendar: Plotly Community Events, Webinars, and Conferences

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

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.

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

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

Dash is a framework for building data apps in Python. Dash Enterprise simplifies the development and deployment process in a secure, scalable environment.

Dash Enterprise | Data App Platform for Python

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.

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

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.

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.

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

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.

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

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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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

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.

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

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

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

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

The Golden Trilogy: From Standard to Stunning with Plotly

Getting Started with Plotly Studio | Thank You

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

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

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

Dashboard Demons Quiz | Update Imp Thank You

Manual refreshes, broken connections, and endless styling requests drain your team’s time. Discover the six dashboard debt demons and how many hours they cost each week.

Dashboard Demons Quiz | Refresh Demon Thank You

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

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

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

Discover how to publish Dash applications for teams and enterprises. The Plotly Publishing Playbook covers quick sharing, secure deployments, real-time data, compliance, and lessons from leading organizations.

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

Learn how Plotly Studio connects to Google Sheets so you can build and publish interactive data apps dynamically and securely with AI.

Connect Google Sheet Data to your Data App with Plotly Studio

Thomas Weber from EMBL shares how Depicto, built with Dash, helps researchers turn bioinformatics pipeline outputs into interactive dashboards.

Plotly Hangout featuring Thomas Weber, Research Fellow of Molecular Biology

See how Plotly Studio connects to Databricks SQL warehouses to build and publish interactive dashboards using natural language prompts.

Connect Databricks to your Data App with Plotly Studio

Learn about modern, shareable AI analytics with Plotly Studio and Cloud.

Turn Excel data into an interactive Dash app with pandas, Plotly, and AG Grid. Upload, map, and explore your data in real time.

Build a Data App with Excel, pandas and Python

Build a Dash app with Polars, Excel, and Python. Learn how to upload, visualize, and filter data interactively with maps and AG Grid.

Build a Data App with Excel, Polars and Python

Join Plotly’s State of Vibe Analytics webinar to explore AI-driven insights from developers, data scientists, and analysts shaping the future of data visualization and analytics.

Access a curated selection of user stories, white papers, and how-to guides from data science experts and industry leaders. Start your data app journey today.

Plotly Hangouts are casual sessions that will occur on a monthly basis and feature an interactive interview with a Plotly Community member with a live audience Q&A.

A list of the sub-processors used by Plotly, including their purpose and the processing location.

State of Vibe Analytics Report | Thank you

Watch Chris Palmer at the AI Realized Summit demonstrate AI-assisted analytics, interactive visualizations, and workflow verification in Plotly Studio.

AI-Driven Vibe Analytics with Plotly Studio

Discover how AI is reshaping the modern analytics stack. The State of Vibe Analytics analyzes anonymized survey data from hundreds of developers, data scientists, analysts, and BI professionals.

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

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 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

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

Learn about specification-based development for analytics in Plotly Studio. Use the Spec file to verify and refine AI-generated data analysis code.

Simple, Spec-Based Development for Analytics With Plotly Studio

How we built a benchmark system to test AI-generated data apps at scale, with 100% success through parallel processing and automated browser tests.

Chasing Nines on AI Reliability Benchmarks

Learn about the Plotly Dash 3.3.0 release, featuring Plotly Cloud integration, enhanced developer tools, and critical monitoring capabilities.

Plotly Dash Examples

Science & Engineering

CSS Lab and Snowpack Telemetry

PDF Semantic Search

Manufacturing SPC App

Coffee Flavor Analysis Dashboard

Climate Transition Pathways

Hyperparameter Visualization

LDA Topic Analysis