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The notifications, requests, and small fixes never seem to end. It truly causes death by a thousand changes. Get your custom guide to beating the Update Imp:

Learn the long-term opportunity cost of outdated, fragile dashboards

See how your team can conquer the Update Imp with Plotly Studio

Get a 30/60/90 day roadmap to tame your dashboard demons for good

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

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

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.

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

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

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

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

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

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

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

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.

Plotly Community Events, Webinars, and Conferences

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

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

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 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

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.

Getting Started with Plotly Studio | Thank You

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

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

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

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.

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

Your 60-second guide to building data apps with Plotly Studio. Drag, refine, and publish apps to Plotly Cloud or Enterprise in one click.

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

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.

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

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

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

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.

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

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

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.

Move your embedded Python analytics to Plotly Dash Enterprise from Power BI.

Power BI deprecation: keep your Python embedded analytics

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

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

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

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

Publish Dash apps on Plotly Cloud. Learn to upload projects, set requirements, manage env variables, control sharing, and host interactive dashboards.

Edit and remix charts in Plotly Studio with ease. Explore chart types, switch themes like dark mode, and create interactive dashboards from your data.

Vibe Analysis with Plotly Studio: Edit Graphs, Cards, and App Theme

Build a Stripe analytics dashboard in Plotly Dash. Track revenue, transactions, and sales metrics with pandas and interactive charts.

Setup Stripe Analytics Dashboard in Python

Add Stripe payments to a Plotly Dash app. Learn to build a Python e-commerce platform with checkout, orders, downloads, and sales analytics.

Integrating Stripe Payment Systems into Dash

Watch now: The Rise of Vibe Analytics | Thank You

Build a Python data app that integrates Anthropic, OpenAI, and Gemini, showing how to connect APIs, manage keys, and display AI responses.

Anthropic, OpenAI, and Gemini in a Python Data App

ChatGPT and large language models easily integrate with Dash, a Python-based framework. See a collection of apps from the recent Plotly Community challenge to learn more.

Dash and ChatGPT: Future of AI-enabled apps

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?

Comparison of ChatGPT, Gemini, Claude, and Plotly Studio for building dashboards, showing why a purpose-built AI tool outperforms general LLMs.

Vibe check: Comparing ChatGPT, Gemini, Claude & Plotly Studio

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

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

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

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

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

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

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

From Prompt to Production: Building Real-Time Data Application with 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 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

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

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 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

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.

What's New in Dash 3.3.0: Plotly Cloud, customizable developer tools, and more

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 Dataset

Major Plotly Studio improvements: faster generation, enhanced Dark Mode, smarter components, and improved reliability across platforms.

Plotly Studio: Major Speed and UX Upgrade

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

Plotly engineering manager Robert Claus shares lessons on building modern data apps, tool tradeoffs, and the future of AI analytics.

Building Data Applications the Modern Way

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

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

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

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

You're haunted by the Update Imp!