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We've identified six dashboard demons that steal time from BI teams. Take the quiz to discover which one is haunting your workflow and exactly how many hours per week it's costing you.

How much is dashboard debt costing your team?

https://plotly.com/dashboard-demons-quiz/

Manual refreshes, broken connections, and endless styling requests drain your team's time. Take the quiz to find your dashboard time sinks.

Dashboard Demons Quiz: Find Your Time Sinks

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.

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 Enterprise License Check | Thank You

See Plotly in action. Book a personalized demo and learn how teams build, deploy, and scale interactive data apps in Python.

Free 30-Day Dash Enterprise Trial | Plotly

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

Careers at Plotly: Open Roles & Life on the Team

Free 30-Day Dash Enterprise Trial | Thank You

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

See how to translate Figma designs into maintainable Dash apps with AI agents, MCPs, and your design system. Live webinar on November 10.

From Figma to Dash: Transform Design Mockups into Production 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

Alex Martinez from RA Capital explains how Dash has replaced static tools like spreadsheets with real-time, interactive data apps.

How RA Capital replaced spreadsheets with Plotly

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

Analyze and visualize data with AI using Plotly Studio. Available as a standalone app or embedded in your Dash app. Go from raw data to interactive analytics apps and dashboards in minutes.

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

See how agentic analytics turns raw datasets into interactive data apps in minutes with Plotly Studio, producing clean Python you can deploy.

Let Your Data Vibe: Agentic Analytics Webinar

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

Compare Plotly plans, from self-serve analytics to Dash Enterprise. Find the right fit for your team's data apps, users, and deployment needs.

Plotly Studio and Plotly Cloud Pricing Plans | Plotly

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

Dash Enterprise FAQ: Licensing & Deployment

From Figma to Dash: Transform Design Mockups into Production Apps | Thank You

Watch Plotly's recorded webinars for data analytics tips, industry best practices, and real application use cases from practitioners and experts.

Plotly Webinars: Data App Sessions On Demand

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

We demonstrate how to transform a Jupyter Notebook into a shareable Python data app using App Studio in Dash Enterprise.

Go from Jupyter Notebook to Python data app fast

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

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

About Plotly: The Team Behind Dash & Plotly Studio

 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.

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

State of Vibe Analytics Report | Thank you

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

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

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

Download Plotly Studio for Mac and Windows

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.

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

Plotly Newsletter | Product Updates, Events & Resources

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

Go from a Claude prompt to a deployed Dash app on Plotly Cloud. Plus App Analytics, quiver traces, and what's new in plotly.py v7 and plotly.js v4.

Claude Connector and Major Upgrades to Plotly.py and Plotly.js

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

Security at Plotly: Data Protection & Compliance

Chart Studio shut down on October 31, 2025. Recreate everything you built in Chart Studio with Plotly Studio, our agentic chart creation product.

Looking for Chart Studio? Try Plotly Studio

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

One Workspace for Every Session with Plotly Studio Projects | Thank You

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

Your analysis shouldn't restart every session. See how Plotly Studio Projects keeps data connections and versioned artifacts in one workspace.

Webinar: One Workspace for Every Session with Plotly Studio Projects

Learn to build an application 100% in Python, using Plotly Dash and the community extension Dash Mantine Components.

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

See how a live data app replaced weekly exports and stale reports. Watch the on-demand recording and learn how to build one for your own team.

Live Data Apps Built by and for the Business

Connect energy data and analytical models in Dash Enterprise applications that teams can deploy, govern, and use across operational workflows.

Build Secure Data Applications for the Energy Industry

Build and deploy secure Python apps with Dash Enterprise to connect proprietary data and models for trading, portfolio analysis, and risk management.

Build Financial Analytics Apps with Dash Enterprise

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.

Infra, and Modules, and AI, oh my!. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

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

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

Dashboard Demons Quiz | Rebuild Monster Thank You

The State of Vibe Analytics. Read more from Plotly on building, deploying, and scaling interactive Python data apps. Read more on the Plotly blog.

Add agentic analytics to any Dash app on Plotly Cloud with one toggle. Watch the session to see Plotly Studio Embedded in action.

Webinar: Introducing Plotly Studio Embedded

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.

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

We Charted Rob's Spotify History | Thank You

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

Dashboard Demons Quiz | Breakage Bug Thank You

Build Data Apps Smarter with Plotly AI. Read more from Plotly on building, deploying, and scaling interactive Python data apps.

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

Build Production-Grade Data Apps Your Way | Thank you

Plotly’s brand guidelines outline the visual identity of our brand. Use this page as a starting point if you are creating imagery using the Plotly logo.

Plotly Brand Guidelines: Logos, Colours & Usage

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.

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

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.

Analytics Vibe-a-Thon: Build AI Data Apps | Plotly

Production-Ready Data Apps at Enterprise Speed. See how Plotly helps data teams build and deploy interactive Python data apps. Read more from Plotly.

Production-Ready Data Apps at Enterprise Speed

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

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

Discover Dash Enterprise 6, a Kubernetes-native platform for deploying secure Python data apps with AI development, CI/CD integration, and enterprise.

Introducing Dash Enterprise 6.0: Production-Ready Data Apps at Enterprise Scale

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

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

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

Dashboard Demons Quiz | Styling Gremlin Thank You

Compare Dash Enterprise, Tableau, Power BI, and Einstein Analytics. See the differences in deployment process, ease of use, security, support, and more.

Dash Enterprise for Python vs Common BI Software

Deploy front-ends for machine learning back-ends like PyTorch, Keras, and TensorFlow with custom Life Sciences templates in Dash Enterprise.

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

Power BI deprecation: keep your Python embedded analytics

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.

Compare Dash, Posit (Shiny), Streamlit, and Bokeh as low-code UI layers: web protocols, architecture, scalability, and production readiness.

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

Plotly Customer Success helps Dash Enterprise teams turn data apps into decisions, with onboarding, architecture guidance, and ongoing support.

Plotly Customer Success: Support for Dash Enterprise

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.

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

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.

Compare Dash, Posit (Shiny), and Streamlit as low-code UI layers for data apps: architecture, scaling behavior, and production trade-offs.

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

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

Plotly Studio Enters the Agentic Era | 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.

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

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.

Run a small Hugging Face model on CPU for semantic search in a Dash app, keeping its embeddings on a Plotly Cloud or Dash Enterprise persistent filesystem.

Run Hugging Face Models in a Dash App Without a GPU (2026)

Put single sign-on in front of every Plotly Dash app with Dash Enterprise or Plotly Cloud. See which identity providers are supported, walk through setup step by step, and use your IdP's groups to control who sees what, without writing auth code.

How to Set Up SSO for Plotly Dash Apps (Okta, Entra ID, OneLogin and More)

A benchmark for whether AI agents can be trusted with data analysis, with results for 26 models on 43 questions against a 20M-row data warehouse.

DataAnalyticsBench: A Data Analytics Benchmark for AI (2026)

What's new in DuckDB 2.0: Quack, VARIANT, NEAREST joins and faster S3 reads, tried out in six Python demos on a billion rows of real data.

What's New in DuckDB 2.0, Tested on a Billion Rows

Plotly Cloud apps can now keep files across restarts and redeploys. Mount a filesystem at /data, share it across apps, and pay only for what you store.

Persistent Filesystems: Durable Storage for Dash Apps on Plotly Cloud

How open-weight AI models compare with closed models for data analytics in 2026, based on Plotly's DataAnalyticsBench: accuracy, cost, running on your own hardware, privacy and fine-tuning.

What a Sankey diagram is, when to use one and when to avoid it, how to build one in Python, Plotly Studio or with a coding agent, and 20 examples built from real data, each with a prompt to recreate it.

Sankey Diagrams: A Complete Guide with 20 Real-Data Examples (Updated 2026)

Moonshot's Kimi K3.1 Pro scores 42/43 on PlotlyDataAnalyticsBench, up from 35 for Kimi K3, and finds every hidden pattern. Independent results on accuracy, cost, speed and open weights.

Kimi K3.1 Pro Benchmark Results for Data Analysis

Learn how agentic analytics runs multi-step investigations, where it helps, where it fails, and what to evaluate before trusting the result.

Agentic Analytics: How It Works and What to Evaluate

DuckDB 2.0, Polars 2.0 and pandas 3.0 benchmarked on 1.14 billion rows of NOAA weather data: speed, memory and what it means for Python Dash apps.

DuckDB 2.0 vs Polars 2.0 vs pandas 3.0: Benchmarks on a Billion Rows

See why dashboards are not enough for decisions that need custom Python logic, persistent state, approvals, and controlled action.

Why Dashboards Are Not Enough for Complex Decisions

Shot charts, hexbin court maps and classic sports charts of the Golden State Valkyries' run to the 2026 WNBA Finals, built with plotly.js and Claude Code.

The Golden State Valkyries' 2026 Season in 18 Plotly Charts

What a treemap is, when to use one, styling dos and don'ts, and 20 treemaps built from real data in Python and Plotly, each with a prompt to make your own.

Treemap Charts: A Complete Guide with 20 Examples (2026)

Six Dash apps that keep files across deploys with the persistent filesystem: query caches, scheduled syncs, SQLite state, large files, disk caches and a file browser, with benchmarks and cost math.

How to Use the Persistent Filesystem in Dash Apps (6 Examples)

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.

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

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

What Is Plotly AI? Faster Analysis in Python

Learn how LLM app development works in Python, from data access and model selection to Dash architecture, deployment, and production safeguards.

LLM App Development in Python: How to Build 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

Build an MCP server in Python with Dash. Five examples for analytics and internal data, with the prompts to build them, plus how to design and host tools.

How to Build an MCP Server in Python (5 Real Examples)

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

Dash vs Tableau: Compare interactive apps, Python and AI integration, deployment, governance, and workflows that turn insights into action.

Dash vs Tableau: Python Apps, AI, and Enterprise Analytics

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

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

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