Plotly is based on Tioh’tia:ke, commonly known in English as Montreal Island, in Kanien’ke-há:ka, the “Place of the People of the Flint” (the Kanien’kéha).

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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Have you ever worked with Excel and found yourself saying, “I think I could do a lot more if I knew just a little bit of Python”? Below are some resources to help you say goodbye to Excel, and hello to Dash. 👋

DASH ENTERPRISE

Excel to Python

100%

Automation is the ultimate solution to break free from the tedium of repetitive data processing tasks. With a plethora of tools to automate almost all the possible operations related to Excel, this tutorial will explore the capabilities of Python that makes it a powerful tool when working with Excel files or data in general.

Automate Excel Reports with Python

Python libraries and frameworks give data scientists a foundation on which they can create data analysis workflows, build apps, and develop machine learning systems that support enterprise data strategies at scale. We’ve curated the top Python tools data scientists can use to power the projects that have a lasting impact on their organization.

Top 10 Python Tools for Data Scientists

Plotly Community Manager, Adam Schroeder, transforms historical data into a powerful dashboard using only one Python file, without updating code whenever new data comes in.

From Excel to Python Dashboards with Plotly Dash

Learn how the hours you’ve spent learning Excel may be more helpful than you ever imagined in learning Python. Plotly Community member and founder of DiKayo Data, Danielle Oberdier, starts with an xlsx file from The City of New Orleans and uses openpyxl to seamlessly link to Python code.

How Python Can Help with Excel

Watch this recorded technical workshop with Mingo Sanchez, Senior Sales Engineer at Plotly, to learn how to take your reporting workflows to the next level with Python and Dash.

Streamline Excel Workflows with Python and Dash

Python is one of the best tools for data scientists in analyzing & developing models. Here are some resources to help you say goodbye to Excel, and hello to Dash.

Discover data applications for production with Plotly. Put data and AI into action with scalable, interactive data apps for your organization.

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

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

 Plotly Studio is an agentic analytics desktop app that automatically generates beautiful, interactive analytics data apps using nothing but datasets and AI.

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

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

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

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.

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

Review the Plotly Terms of Use and gain a thorough understanding of Plotly's policies, to ensure compliance and effective utilization.

Discover Plotly Studio, AI-powered analytics that turn your data into interactive dashboards and apps in minutes.

Plotly Presents: The Rise of Vibe Analytics

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

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

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

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

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 data apps through simple drag-and-drop, eliminating infrastructure complexity for rapid collaboration.

Publish and share Dash and Plotly Studio apps in minutes with Plotly Cloud. Secure hosting, simple sharing, and fully managed infrastructure.

Plotly Cloud Overview: Publish Data Apps Fast

Plotly Studio brings Vibe Analytics to life with AI powered data apps. Build, customize, and share interactive apps from raw data in minutes.

Plotly Studio Overview: Agentic Data Analytics

Plotly Studio uses AI to generate interactive data apps from your datasets. Built on Dash and Plotly, it creates professional visualizations with filters, themes, and layouts in minutes.

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.

Headquartered in Montreal with a remote-first team, Plotly is dedicated to ensuring that every organization uses Dash Enterprise to build data applications.

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.

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.

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.

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

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

Calendar: Plotly Community Events, Webinars, and Conferences

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

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

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

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

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

Discover how Dash Enterprise empowers teams to build and deploy production-ready data applications with ease. Explore key platform features, real-world use cases, and how AI enhances the data app workflow for faster, smarter decision-making.

Navigate the future of dynamic data apps for production. Learn from expert industry speakers how to put data and AI into action with Plotly.

Overcome data connectivity challenges with Plotly Dash Enterprise’s new connectors. Join our webinar to explore advanced data management, secure access, and streamlined collaboration for data science teams.

Enhanced Enterprise Connectivity for Data Apps

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.

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.

Learn how Dash, Posit (Shiny), and Streamlit compare as low-code UI layers for data apps. See the differences in architecture, deployment, user experience, and more.

How do Dash, Posit (Shiny), and Streamlit compare?

Explore how organizations are rapidly scaling data workflows to build production-ready data applications that deliver real business impact.

Production-Ready Data Apps at Enterprise Speed

Plotly teamed up with Databricks to dive deep into how the data science community is putting AI into action!

See how agentic analytics turns datasets into interactive data apps in minutes. Discover Plotly Studio — the AI-native platform redefining visual app development with clean Python code and seamless deployment.

Join our exclusive webinar to discover Plotly AI, a revolutionary integration of AI into Dash Enterprise. Learn how automated insights, AI-powered coding assistance, and seamless visualization tools can transform your data analysis and app development.

Build Production-Grade Data Apps Your Way | Thank you

See how Dash Enterprise simplifies app deployment with built-in services, access controls, viewer analytics, and a full-featured IDE.

Introduction to Dash Enterprise App Manager

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

Consulting, Training, & Open-Source Development

 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.

Learn how to debug, log, and deploy Dash apps using Dash 3.0. Covers Python logging, callback error handling, and reading build vs deploy logs.

Learn how to set up a full CI/CD pipeline for a Dash app using GitHub Actions, Keycloak, and Dash Enterprise, from local dev to live deployment.

Deploy a Dash App from Local Machine to Dash Enterprise

This video introduces Dash Enterprise as a fast and flexible environment for developing and deploying interactive Python data apps with no code.

No-code Dash app development for data scientists

Explore Dash Design Kit, a component library for creating styled, interactive Dash apps with themes, cards, modals, and layout tools.

Making Dash Apps Beautiful - Dash Design Kit

Watch a video tutorial on how to customize the look and feel of your data apps using themes and styling tools built into Plotly Dash Enterprise. 

Exploring Themes and Styles in Dash Enterprise

Learn how to use Dash Enterprise's persistent files system to manage large datasets, cache files, and enable dynamic app updates without hitting performance bottlenecks.

Persistent Files System in Dash Enterprise

This tutorial shows how to embed interactive Dash apps into existing websites or frameworks like Django using Dash Enterprise’s embedding tools and viewer access settings.

Dash Club is an email newsletter by the creator of Dash. It's a no-fluff collection of links and notes on the latest Dash developments and community happenings.

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

Understand the DevOps options available in Dash Enterprise, including CI/CD pipelines, Workspace deployment, and Deep Deploy, with a comparison to open-source workflows.

Receive the latest product developments and community updates. Subscribe for updates on all things Plotly.

Take the product tour to experience Plotly Dash Enterprise, a platform for building production data apps in Python, assisted by AI.

Driving Automotive Operations with Dash Enterprise | Thank you

Build Data Apps Smarter with Plotly AI | Thank you

The journey from data science notebooks to data products | Thank you

Explore the Michelin Guide with AI Visualization & Insight | Thank you

Discover how Manheim improved operations and forecasting with Plotly’s Dash Enterprise, as John Kang of Cox Automotive shares their journey to real-time, interactive data apps.

Driving Automotive Operations with Dash Enterprise

Tune into this customer spotlight webinar to see how a large electricity distributor used Dash Enterprise and Databricks to incorporate predictive analysis in their data applications.

Deliver Predictive Analytics with Dash Enterprise and Databricks

From Spreadsheet to Spectacular | Thank you

Infra, and Modules, and AI, oh my! | Thank you

Learn how low-code UI layers like Dash, Posit (Shiny), Streamlit, and Bokeh compare in web protocol, architecture, user experience, licensing, deployment, and more.

How do Dash, Shiny, Streamlit, and Bokeh compare?

Explore two approaches for background task management and caching in Dash Enterprise with Dash Scheduler for lightweight jobs and Celery with Redis for long-running, asynchronous tasks.

Background Tasks and Queuing in Dash Enterprise

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?

Read the whitepaper on how data science teams are transforming notebooks into powerful data products and apps, with increasingly complex data and AI workflows.

The journey from data science notebooks to data products

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

Production-Ready Data Apps at Enterprise Speed | Thank you

Discover how Plotly Dash and AI elevate culinary exploration in our recent App Challenge webinar. See innovative apps that combine LLMs and Plotly maps to create travel itineraries, overlay Michelin-starred restaurants with wine regions, and enable semant

Explore the Michelin Guide with AI Visualization & Insight

Building Smarter, Safer, Data Apps with AI | Thank you

Learn how to use Dash Enterprise Snapshot Engine to create annotated PDFs from your Dash apps, complete with drawings, comments, and email sharing features.

Data App PDF Reports with Dash Enterprise

Learn how AI-native analytics go beyond BI dashboards to power real-time decisions with ML-driven apps and see the future of data insight.

Shatter BI Limits: Using AI to Accelerate Data Insight

Plotly Customer Success empowers Dash Enterprise customers to drive insight and decision-making with data. The award-winning team offers support, enablement sessions, technical account management, and more.

Building Smarter, Safer, Data Apps with AI

Learn how to set up authentication in Dash Enterprise using Keycloak and Dash Enterprise Oauth, including user roles, group permissions, and social login options.

Empowering Data Analysts and Database Professionals

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

Shatter BI Limits: Using AI to Accelerate Data Insight | Thank you

What is a production-grade data application? | Thank you

Fill out this form to find out if your company is already using Dash Enterprise.

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

Everything from geospatial analytics to finance and unstructured data workflows: Dash apps handle massive datasets and deliver high performance.

The founder of Broadband Insights shares how his team uses Plotly Dash Enterprise to build and deploy telecom analytics for broadband providers. 

Custom telecom analytics for rural regions

 Watch a detailed walkthrough of building a production-ready retrieval-augmented generation (RAG) Python app data using Dash.

Plotly Cloud eliminates publishing friction for Dash apps. Drag-and-drop publishing takes your interactive data apps from localhost to live URL.

Code to Crowd in Seconds: Modernizing How Dash Apps Get Published

Plotly Studio and Cloud are now generally available. Create production-ready data apps and dashboards with agentic AI and publish instantly for secure sharing.

The Vibe Analytics Revolution: Plotly Studio and Cloud Now GA

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

With AI-assisted coding, Plotly designers build beyond Figma mockups, coding real prototypes directly in code and working alongside engineers.

How Plotly Designers Build Beyond Figma Mockups With AI

What you missed at Plotly’s “Let Your Data Vibe” webinar: instant Dash apps with AI, one-click cloud deployment, and a new way to build with data.

Vibe coding breaks under pressure. True value lies in vibe analytics, a better way to build real analytics apps using prompts, structure, and shareable code.

What Vibe Coding Gets Wrong (and Why Vibe Analytics is Better)

Chris Parmer, Plotly co-founder and author of Dash, announces the launch of Plotly Studio, an AI-native desktop app for generating data apps and visualizing data.

Chris Parmer shares how Plotly Studio uses AI to generate data apps, the performance and design philosophy behind the product, and why building the right defaults matters for real-world analytics.

Announcing Plotly Cloud: a drag-and-drop way to publish, manage, and share Dash and Plotly Studio apps with your team or the world.

Plotly Cloud: The Best Way to Publish Your Dash Apps

Plotly AI is a set of AI capabilities helping data teams analyze data faster and create production-quality, interactive Python data apps with Plotly.

Secure OAuth in Dash apps. Learn how Dash Enterprise supports pass-through authentication to APIs like Databricks, BigQuery, and more.

OAuth for Dash Enterprise: Sophisticated Data Security for Plotly Dash Apps

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

Plotly's People Operations team sheds light on how Plotly is multiplying and democratizing the use of AI into every part of how we work.

How Plotly is Leading with AI, and Keeping People at the Center

Learn what it's like to work as a software engineer on Plotly's App Studio team, building the best notebook-to-app solution for data scientists.

People in Focus: Unveiling Opportunities as a Senior Software Engineer in App Studio

Plotly offers many chart types for visualizing ranges of data, including violin and box plots. Learn how you can construct a range chart.

Plotly Studio early access is now open to all applicants. See what users are building, explore new platform updates, and get a preview of what’s next for AI-native data apps.

Plotly Studio Early Access: The Wait(list) is Over!

Plotly.js v3.1.0 introduces new maps based on UN geodata, replacing Natural Earth to better represent disputed and unclaimed territories.

Improved Map Accuracy in plotly.js with UN Geodata

Learn the basics of AI in data science workflows to speed up and generate Python code, automate data cleaning, and build production data apps.

Practical Guide to Using AI in Data Science Workflows

These five highlights from “Spreadsheet to Spectacular” show how fast you can build interactive data apps with just a spreadsheet and agentic AI.

5 Highlights from Spreadsheet to Spectacular

Explore when data scientists should make recommendations, when they shouldn’t, and why clarity, context, and well-built data apps often matter more than conclusions.

The Relationship Between Data Science and Decision Making

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.

Designed specifically for the AI era, Dash Enterprise 5.7 enables organizations to build smarter, safer data applications with efficiency.

Elevate Your Analytics: Plotly Dash Enterprise 5.7 Launch

Explore how agentic analytics uses AI agents to monitor KPIs, generate insights, and trigger actions autonomously in modern data workflows.

Learn about the uv package manager, its definition and benefits, and how to approach issues and quirks in your Python workflows when using this tool.

uv Python Package Manager Quirks a Year Into Adoption

Understand the differences between BI and AI in analytics. See how the limitations of traditional BI tools can be overcome with AI and data apps.

AI vs BI in Analytics: What’s the Difference?

Modern data science teams trade static reports for interactive, collaborative, and highly custom data applications, commonly known as data apps.

Complete Guide and Industry Examples. What is a Data App? 

The limitations of traditional BI tools make it hard to meet modern analytics needs. Learn how AI and data apps offer a more dynamic alternative.

Shatter Business Intelligence Limitations with Data Apps in the AI Era

Learn what data AI uses from training to deployment, including real-time, contextual, and user data that powers modern AI applications.

How Data Powers AI from Training to Real-World Applications

Celia Lopez shares her toolkit and practical examples for building reliable data apps with logging and Dev Tools for debugging within Dash and the browser.

Why Logs and Dev Tools Are the Key to Reliable Dash Apps

Learn how typed array support in Plotly.js makes it easier to move data into the Plotly renderer with faster serialization and better compute and memory performance.

Cutting Render Times in Half: Inside Plotly’s Latest Performance Update

We’ve launched an initiative to celebrate Plotly Champions as stalwarts of the 25,000+ strong Plotly Community. Celebrate this launch with us.

A Tribute to the Plotly Community Champions

The latest release of Dash includes a new hooks system, an easy way to tell Dash to run functions at a certain point in a dashboard's lifecycle.

Arne Petter, Data Science consultant, chats about his experience building data apps with Dash Enterprise for internal and external clients alike.

Building Plotly Dash Data Applications as a Data Science Consultant

Dive into the world of data science in finance, where analytics and insights reshape the future of financial decision-making and innovation.

Discover how Anna Riley, Plotly Professional Services team member and athlete, visualized her Strava data in just two weeks with Dash.

Reflections from an Athlete — Dash feat. Strava

Excel to Python

Build. Deploy. Scale.