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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

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.

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

Explore a gallery of interactive data app examples and dashboards. Get inspired by production-ready Dash templates across various industries and use cases.

Plotly Dash App Examples: Interactive Demos

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

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

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

Should AI build your dashboard in Dash or a React frontend plus a backend? Compare token costs, supply chain risk, and maintainability for Python data apps.

Webinar: Dash vs. Full Stack in the AI Era

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

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 Resources: Guides, Whitepapers & Stories

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

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

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

A look at Dash Enterprise Design Kit, a framework to standardize the appearance of your data apps, making it simple to personalize apps without CSS.

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

Create interactive charts in Python and JavaScript with Plotly graphing libraries. Access 70+ open-source chart types, from scientific to financial.

Interactive Charts & Graphs for Python & JavaScript | Plotly

Compare Plotly pricing plans to find the ideal solution for your data apps. Scale your AI analytics from self-serve exploration to enterprise deployment.

Plotly Studio and Plotly Cloud Pricing Plans | Plotly

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

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

Dash vs. Full Stack in the AI Era | Thank You

Learn how Dash Enterprise 5.6 helps teams scale data applications, manage cloud costs, and improve data access across the organization.

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.

View the previous version of Plotly's privacy policy, including information collected, security, and third-party services.

Prior Privacy Policy (Archived Version) | Plotly

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

How to add Dash MCP to a public macro monitor Dash app, allowing AI assistants to interact with the app through approved callbacks and tools.

Add a Conversational Layer to a Dash Dashboard with Dash MCP

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

Turn Scientific Models into Decision-Making Tools with Dash | Thank You

Analyze and visualize data with AI using Plotly Studio. Go from raw data to interactive analytics apps and dashboards in minutes.

AI-Powered Interactive Analytics with Plotly Studio | Plotly

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

Learn how to transform physics models and datasets into interactive, multi-page Dash apps with reports, auth, and scalability. Watch the on-demand webinar with Stanford STEER.

Turn Scientific Models into Decision-Making Tools with Dash

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

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

Review Plotly's robust security measures. Build, deploy, and scale professional data applications with airtight security for confident decision-making.

Enterprise Data Protection & Security | Plotly

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

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

Review Plotly's privacy policy. Learn about the information we collect, our data retention practices, and how we ensure data security for our users.

Accelerate your data initiatives with Plotly Customer Success. Access technical account management, enablement sessions, and expert guidance for Dash.

Data App Enablement & Customer Success | Plotly

Turn your Python analysis into a real web app. Dash is an open-source framework for full-stack data apps, no JavaScript required. Free and open source.

Dash | Full-Stack Python Web Apps, No JavaScript

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

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

Contact Plotly Sales | Pricing, Licensing & Enterprise Plans

Join the high-impact team at Plotly. Explore open careers and learn about our culture focused on autonomy, trust, and pioneering analytic innovation.

Careers in Analytics & Data Apps | Plotly

Resilient Deployments for Production Applications | Thank You

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

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.

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

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

Schedule a personalized demo of Dash Enterprise. Discover how Plotly empowers teams to securely build and scale interactive data applications and dashboards.

Request a Demo for Enterprise Data Apps | Plotly

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

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

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

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.

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

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

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

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

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

The Golden Trilogy: From Standard to Stunning with Plotly

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.

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

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

Request a Plotly Quote | Enterprise Pricing for Data & AI Apps

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

 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.

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

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

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

Dash Enterprise License Check | Thank You

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

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.

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

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.

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

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

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

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.

Request a Personalized Plotly Demo | Thank You

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

Receive the latest product developments and community updates. Subscribe to stay up to date with all things Plotly.

Plotly Newsletter | Product Updates, Events & Resources

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

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

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

Plotly Studio Enters the Agentic Era | Thank You

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

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.

Plotly's Dash documentation now includes embedded DevRel videos on every page — technical walkthroughs pairing spoken, example-driven explanations with the written docs you already use.

Developer Relations Videos Now in the Dash Docs | Plotly

When AI writes your data app, the framework you name still matters. Part 1 explains why Dash beats full stack on architecture, sync, and state.

Dash vs. Full Stack in the AI Era: The Architecture Case

Vibe-coded apps look fine on day one. Part 2 covers the dependency risks, bus factor, and support gaps that surface later—Dash vs. full stack.

Dash vs. Full Stack in the AI Era: Hidden Risks (Part 2)

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

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

Read how engineers analyze data, detect defects, and optimize production for semiconductors in the automotive industry, with Mike Purtell.

Behind the Scenes of Semiconductor Testing and Data | Plotly

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

Vanity URLs are now free on every Plotly Cloud plan, and Pro teams can serve Dash apps on custom domains they own with wildcard subdomains and HTTPS included.

Custom Domains & Vanity URLs for Dash Apps | Plotly Cloud

Analyze URLs and website structure with Dash for better sub-folder organization, effective content distribution, and enhanced online presence.

Analyzing Website Structure With robots.txt Files and XML

Apply nine data science techniques to credit card data, from customer segmentation to risk modeling, using Plotly Studio without writing code.

9 Advanced Data Science Techniques with One Financial

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

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

From Widgets to Extensions: A Plotly Refresh for Notebook Users. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

Excel to Python

Build. Deploy. Scale.