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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

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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

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

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

Plotly Blog | Data Visualization & AI App Development

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

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

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

Contact Plotly | Product Information, Technical Support & Solutions

Plotly Community Events, Webinars, and Conferences

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

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

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

Turn Scientific Models into Decision-Making Tools with Dash

Resilient Deployments for Production Applications | 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.

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

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

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

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 Personalized Plotly Demo | Build Interactive Data Apps

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

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

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

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

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

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.

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.

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

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

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

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

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.

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.

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.

Choose Your Plotly Plan | Flexible Pricing for Data Apps

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

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

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

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

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

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

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

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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.

Generating Excel reports can be tedious & time-consuming, but there’s a solution. Automating your reports using Python. Learn more.

How to Automate Excel Reports Using Python | Plotly

Control your Dash app hosting costs with Plotly Cloud's new Compute tab. Choose Automatic Sleep or Always Awake mode and scale from 0.5 to 8 vCPU.

Compute Modes & App Sizing for Dash Apps | Plotly Cloud

Dash Enterprise 6.2.0 halves the platform's resource footprint, makes every CPU and memory limit configurable, and adds durable backup/restore plus hardening.

Dash Enterprise 6.2.0: Efficiency, Reliability, Security

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

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

With one argument, your Dash app becomes an MCP server that any agent can call.

Dash MCP: Turn Your Dash App Into a Tool for AI Agents

Learn to use FastAPI or Quart backend with Dash 4.2 instead of the Flask backend.

Dash 4.2: Choose Your Backend — FastAPI and Quart Support

Plotly.py, our graphing libraries, reached an incredible milestone: 500 million lifetime package downloads from PyPi. Read the blog to learn more.

How to optimize your development environment and strategy to build high-quality Dash applications using the latest agentic workflows.

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 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

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

From Widgets to Extensions: A Plotly Refresh for Notebook Users

Follow Mingo's step-by-step guide to build Python data apps with AI that easily transforms your data into interactive, real-time insights.

How to Build Real-Time Python Data Apps With AI

Read the recap of Plotly's time at Data Science Connect Collide 2025, where we showed how vibe analytics turns data into insights in minutes.

Plotly at Data Science Connect Collide 2025

Find the best Streamlit alternatives to build production-grade data apps in 2025 with this expert guide backed by data science community feedback.

Best Streamlit Alternatives for Production-Grade Data Apps in 2025

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?

Data science has specialized roles in finance, shaping how risk is managed and data is visualized. Jeff Butler, Executive Director - XVA Trading at CIBC

The Impact Data Science has on Portfolio Management in Finance

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

Excel to Python

Build. Deploy. Scale.