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.

Plotly Europe Ltd is registered in England and Wales and is a wholly owned subsidiary of Plotly Technologies Inc. Registered company number 13807119. VAT number 439 0816 82. The Registered address is 10 John Street, London WC1N 2EB.

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Build interactive analytics apps in Python

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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

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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.

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

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

Austin Kiesewetter, a software engineer at Martin Engineering, shared his journey from entrepreneurship to building open source tools for the Plotly community.

Plotly Virtual Hangout - Austin at Martin Engineering

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

Andrew Schutte, Senior Data Scientist for the Kansas City Chiefs, shares his journey from industrial engineering to leading data initiatives.

Plotly Virtual Hangout - Andrew from Kansas City Chiefs

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

This video introduces how Plotly AI Chat helps users explore and visualize data faster with natural language prompts, a dataset, and generative AI.

Justin Andrews from Shorelight shares how his team uses Dash Enterprise to support international student enrollment and deliver powerful analytics tools.

Data Science market needs and customer insights

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

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

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

Dash is the open-source Python framework for building interactive data apps and dashboards — no HTML, CSS, or JavaScript required. Free, MIT-licensed. pip install dash. 

Dash | The Open-Source Python Framework for Data Applications

This video introduces global environmental variables and horizontal pod scaling in Dash Enterprise to improve control, customization, and scalability.

Global environment variables and horizontal pod scaling

Create interactive charts in Python and JavaScript with Plotly — 70+ chart types, from scientific to financial. Open-source, MIT-licensed. pip install plotly.

Plotly | Interactive Charts for Python & JavaScript

Watch how Somerset NHS Foundation Trust (SFT) enabled AI across its operations using Plotly Dash and open source Python libraries.

Enabling AI in an NHS Acute Trust with Plotly

Learn how Dash OAuth Connections enables secure pass-through authentication for Dash Enterprise apps with Databricks, Entra ID, and Snowflake.

In this walkthrough, Nathan from Plotly demonstrates how to create an interactive data app from a Jupyter Notebook, using Dash Enterprise.

Add interactivity to your Jupyter Notebooks and Python data apps

We highlight how Plotly continues to evolve based on direct feedback from its global community of data and AI professionals.

Data and AI today — enhanced enterprise connectivity

The Kansas City Chiefs analytics team shared how they use Dash Enterprise to power real-time event operations through custom sports analytics.

How the Kansas City Chiefs use Plotly Dash Enterprise

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

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.

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

Introducing Dash MCP + Building Dash Apps with Coding Agents | Thank You

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

Have questions about Plotly? Contact our team for product information, technical guidance, or help evaluating solutions for your organization.

Plotly Community Events, Webinars, and Conferences

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.

Watch this exclusive webinar on Plotly Studio’s Agentic Mode and discover how AI-powered, chat-based workflows enable multi-source analysis and full-scale data app creation.

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

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

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

Contact Plotly sales for pricing, licensing, enterprise plans, and product information. Learn how Plotly helps teams build secure, scalable data applications and analytics solutions.

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

Watch Plotly’s on-demand webinar on Dash MCP and AI coding agents. Learn how Claude, Cursor, and Codex can build production-ready Dash apps with MCP tools, callbacks, and live demos.

Introducing Dash MCP + Building Dash Apps with Coding Agents

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

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.

Discover how Plotly helps organizations build and deploy interactive data applications. Get a personalized demo tailored to your use case and business goals.

Request a custom Plotly quote for your team. Get pricing for secure, scalable data and AI applications, enterprise deployments, and professional services.

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

Professional Services | Consulting, Training, & Open-Source Development

With the right design direction, Dash can become far more than a data tool. It can power elegant, premium web applications that feel modern, immersive, and consumer-ready.

Pushing Plotly Dash Beyond Default Design

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

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

Getting Started with Plotly Studio | Thank You

Chris Parmer, Chief Product Officer and co-founder of Plotly, walks through Plotly’s journey and vision for shipping data apps.

Plotly’s story — data apps for everyone

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

How to use the new Python package, dash-social-signin, to add social sign-in to a Dash app.

Plotly Studio Enters the Agentic Era | Thank You

How to measure the concentration of banking through Plotly visualizations such as the line plot, scatter plot, and the treemap.

Visualizing the Concentration of Banking with Plotly

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

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

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

The Golden Trilogy: From Standard to Stunning with Plotly

Learn how Dash Enterprise helps teams deploy, manage, and scale Dash apps with enterprise security, centralized administration, and streamlined workflows.

Discover the Plotly Studio agentic workflow: chat with your data, generate insights, build Dash apps, and deploy interactive analytics with AI.

Watch this overview of Plotly's graphing libraries and learn to build interactive charts and data apps in Python and JavaScript with a clean, customizable API.

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

Plotly Cloud lets you deploy, host, and share Dash apps without Docker. Publish interactive data apps fast with built-in CI/CD and access control.

Dash Enterprise is the self-hosted platform for deploying Python data apps at scale. SOC 2 + ISO certified, Kubernetes-native, built for regulated environments.

Dash Enterprise | On-Prem Platform for Python Data Apps

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

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

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.

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

Take Your Power BI Models Beyond the Static Dashboard | Thank You

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.

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.

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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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.

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 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

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

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

Researchers and industry experts discuss vibe analytics, and we showcase how Plotly Studio can transform data into interactive apps in minutes.

Highlights From the Rise of Vibe Analytics

Read how team Plotly builds internal customer success data apps and automation with Dash Enterprise to better serve customers with efficiency.

How Plotly's Customer Success Team Uses Dash Enterprise to Improve Efficiency

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

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

Learn how Plotly prioritizes data security as the premier platform for developing, scaling, and deploying Python-based data apps.

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

Read the first edition of our blog series on debugging for Dash data app development. Learn tips and tricks to investigate issues and resolve them.

How to Future-Proof Your Data Apps With Structured Debugging

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

The Dash documentation now exposes a Model Context Protocol (MCP) server, so your agent reads the latest documentation every time.

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

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

Learn how to maximize data science ROI with AI. See how real teams use AI to reduce costs, speed up development, and turn data into measurable value.

How To Effectively Maximize Data Science ROI 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.

Plotly Studio's September updates bring project export, faster previews, and better error handling. Build great data apps with more control and confidence.

What’s new, Plotly Studio? Project Export, Speed, and Reliability

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 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

Easily build and deploy an interactive dashboard interface for your scikit-learn models directly on the web, with Plotly Dash.

Build Python Web Apps for scikit-learn Models with Plotly 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

Automate and streamline digital marketing workflows with by building custom digital marketing data apps and dashboards using Advertools and Dash.

Automating and Streamlining Digital Marketing Workflows with Plotly and Dash

Dataphoria co-founder and CEO, Anastasis Stamatis, shares his inspiring story from data scientist to the CEO of a sustainability analytics company.

A Data Scientist's Path to Becoming the CEO

Plotly was in Toronto for the AWS Summit, so we’re reflecting on the top six reasons to choose us for building dynamic data apps for production!

6ix Reasons to Choose Plotly for Production Data Apps

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 

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

Learn how the latest Plotly charting libraries release supports anywidget, for Dash developers to create interactive plugins and patterns in Python notebooks.

Excel to Python

Build. Deploy. Scale.