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

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.

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Headquartered in Montreal with a remote-first team, Plotly is dedicated to ensuring that every organization uses Dash Enterprise to build data applications.

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

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

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

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: The Premier Data App Platform for Python

We love connecting with the data community, in-person and online! Explore upcoming Plotly community events, webinars, and conferences around the world.

Plotly Community Events, Webinars, and Conferences

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

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

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

Plotly Customer Success empowers Dash Enterprise customers to drive insight and decision-making with data. The award-winning team offers support, enablement sessions, technical account management, and more.

Have a question about Plotly or want to know how to get started with Dash? Share feedback in this form, and a member of the our team will get in touch soon.

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

Compare the differences between Dash Open Source and Dash Enterprise. Start deploying unlimited Dash apps for unlimited end-users. Request a custom price-quote.

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

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

Consulting, Training & Open-Source Development

Learn how Dash, Posit (Shiny), and Streamlit compare as low-code UI layers for data apps. See the differences in architecture, deployment, user experience, and more.

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

Learn how low-code UI layers like Dash, Posit (Shiny), Streamlit, and Bokeh compare in web protocol, architecture, user experience, licensing, deployment, and more.

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

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

Compare Dash Enterprise, RStudio Connect, Anaconda Enterprise, and Streamlit for Teams as deployment platforms. See differences in authentication and licensing.

Dash Enterprise vs RStudio, Anaconda, Streamlit

Dash is the solution for operationalizing your AI/ML initiatives, with GPT-3, Hugging Face Transformers, UMAP, and YOLOv3. Check out latest Dash-AI projects.

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Dash Enterprise is the fastest way to deploy front-ends for machine learning back-ends with dozens of easily customizable ML and AI templates.

Learn how using Snowflake and Plotly together ensures the delivery of production-grade delivery apps that use real-time machine learning and AI processes.

Use Plotly's new Chatbot Builder to deliver fast, easy AI-generated insights from within your data apps.

After installing Dash Enterprise in one of the below environments, you will be asked for a license key to activate the software and begin deploying Dash apps.

Use Plotly’s Dash web app framework with Databricks (Python SQL connector, Jobs API,  CLI, databricks-connect-v2) for at-scale production data apps.

Easily style and customize data apps with Design Kit, a low-code framework from Dash Enterprise. Production ready — no JavaScript, HTML, or CSS required.

Rapidly build, deploy, and scale data apps from your Jupyter Notebooks, Python scripts, or other data science notebooks with Plotly App Studio.

Dash Enterprise Job Queue makes background jobs seamless and scalable in Python. Easily offload CPU-intensive tasks and improve data app performance.

Create, annotate, archive, and share views of your Dash apps. With only a few lines of code, Snapshot Engine schedules tasks and auto-generates reports.

With Persistent Filesystems, simplify your data science workflow and avoid network delays. Large data can be uploaded, updated, and cached in Dash Enterprise.

Deploy, manage, and share data apps. | With the App Manager from Dash Enterprise, ensure a standard, well-documented, and reproducible workflow.

Access a GUI for easy and secure authentication. With App Manager from Dash Enterprise, choose from LDAP, AD, PingFederate, Okta, SAML, SSO, and more.

Dash Enterprise supports turnkey connections to popular backends in Python – Vaex, Dask, Datashader, RAPIDS, Databricks (PySpark), Snowflake, and Postgres.

Dash Enterprise seamlessly integrates CI/CD for streamlined app deployment. Git-based workflow, automated QA, version control, and more included.

Provide data app end users with a powerful, drag-and-drop UI. Dashboard Engine from Dash Enterprise is Python ETL meeds BI — no callbacks or layout required.

Workspaces is an onboard code editor from Dash Enterprise. Easily write and execute code for data apps. No additional downloads or installation needed.

Dash Enterprise lets you centralize data app development under a single platform to manage and deploy Dash, Streamlit, and Django data apps.

Dash Enterprise Embedding Middleware enables seamless embedding without the use of iframes. It also offers single sign-on for easy authentication that scales.

Learn how to adapt your Dash app with Dask to use Coiled in the back end. Using the integration can enable scaling across parallel computing clusters.

As a Python-based framework, Dash offers integration with ChatGPT and large language models (LLMs). Learn how you can take part in the future of AI-enabled apps.

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.

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 Université de Sherbrooke uses Plotly to develop new analytical tools to explore and visualize genetic structures at the school's CoBIUS Lab.

Plotly & Université de Sherbrooke to develop genomic visualization

Plotly receives the Canadian SME award for Top Place to Work and Business of the Year for driving product innovation and employee professional development.

Canadian SME National Business Awards selects Plotly

Dash DAQ provides Python users the means to create interactive virtual control panels on their computers that interface with common lab instruments.

Explore Dash applications that incorporate ChatGPT and generative AI in Python.

ChatGPT & Generative AI Dash App Examples

Explore Dash data applications that run interactive image processing, computer vision, video analysis, and audio engineering with the power of Python.

Data visualization and dashboards is what Plotly and Dash is known for. Explore several of these Python applications for data visualization and dashboards.

Data Visualization & Dashboards Dash App Examples

Explore examples of Python and Dash in finance ranging from quantitative analysis, machine learning, portfolio optimization, and NLP.

Explore examples of Python and data science applications in the energy and utilities industry, including electricity, oil and gas, renewables, and more.

Data analytics and data scientists meet sports fans with Dash. Explore Dash data applications that convey sports analytics using the flexibility of Python.

Explore examples of Python in bioinformatics in a variety of applications, ranging from genomics, public health, clinical trials, 3D images, and more.

Bioinformatics & Life Sciences Dash App Examples

Interested in Plotly and Dash for geospatial projects and use cases? Explore these Dash data applications that take advantage of the flexibility of Python.

Explore detailed and practical examples of Python in predictive analytics and forecasting to go beyond common BI limitations.

Explore Python applications for manufacturing and research and development, ranging from laboratory data collection, IoT, real-time dashboards, and more.

Thanks to the flexibility of Python, Dash applications can connect to any API. Explore data applications that connect to external APIs and visualize data.

Explore Python applications for science and engineering, including finite element method, contract for difference, physics modeling, and simulations, and more.

Explore Python and data science Dash applications for business-related use cases, ranging from customer segmentation, retail demand forecasting, and more.

Explore Python data applications for natural language processing (NLP). The following Plotly and Dash applications examples will speak for themselves.

Explore Python and Dash applications for machine learning projects, ranging in a variety of use cases from SHAP explainability, segmentation, and more.

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

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

Chris Parmer, Plotly Co-Founder and Chief Product Officer, reflects on the future of AI data apps and LLMs in a world of unstructured text.

Dash Club 12: Chris' Reflections on GenAI Dash Apps

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

Discover the benefits, challenges, and explore how AI benefits both employees and patients in the Pharmaceutical and Life Sciences industries.

How Pharma and Life Sciences Are Benefiting From AI Applications

Excel is a complicated tool with a lot of functions that aren’t always intuitive. We’ve got a few ways Python can improve Excel functions. Learn more in this article.

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

Nicole Arksey, Group Product Manager at Plotly, shares her thoughts on the upcoming Dash Enterprise 5.2 release — and what it means for data science teams.

How Dash Enterprise 5.2 Enables Data Science Teams to Influence Mission-Critical Decisions

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 Sitemaps Using Dash

Python is one of the best tools for data scientists in analyzing & developing models. Here is a list of the top 15 python tools for data scientists.

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

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

Read about Plotly's customer stories, data and AI trends, and more buzz from the Data+AI Summit as told by Domenic Ravita, Plotly's VP of Marketing.

Playing Plotly Hits from Data+AI Summit 2024

By leveraging these best practices and the provided code, you can harness the power of Sankey Diagrams to gain insights from data. Learn more in this Plotly article.

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

Ease the learning curve of unit testing your Dash applications with this tutorial by Mario Rodríguez Ibáñez, Plotly Professional Services team.

Building Unit Tests for Dash Applications

Plotly Professional Services team shares how to effectively visualize geospatial datasets in data apps, specifically for vector, polygon data.

Performance Optimizations for Geospatial Dash Apps

Here's how Plotly's new "Ask AI" chatbot answers technical questions based on LLM models trained on over 2,000 pages of documentation.

Meet Your Personal Plotly “Ask AI” Chatbot for Easier Data App Development

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

Learn what it's like to work as a software engineer on Plotly's App Studio team, building the best notebook-to-app solution for data scientists.

People in Focus: Unveiling Opportunities as a Senior Software Engineer in App Studio

In this blog post from Plotly Community Manager, Adam Schroeder, learn how to leverage Matplotlib's robust plots with Dash's intuitive API to create dynamic and immersive data visualizations.

Creating an Interactive Web App with Matplotlib, Python, and Dash

Learn how to accelerate data app creation using GitHub Copilot with Dash Open Source and Dash Enterprise Solutions, for streamlined development.

Dash + GitHub Copilot = Easier and Faster Data App Building

We explore how to choose between low-code and no-code for data app development, offering insights to streamline data into production-ready apps.

What’s Better: Low-Code or No-Code Data App Development?

Discover how Anna Riley, Plotly Professional Services team member and athlete, visualized her Strava data in just two weeks with Dash.

Reflections from an Athlete — Dash feat. Strava

In this blog post from Plotly's CPO and the Creator of Dash, Chris Parmer, learn how Partial Property Updates offers substantial data app performance improvements.

Partial Property Updates: Extending Full-Stack Development with Python

Discover the power of leveraging Polars in lightning-fast Dash apps for visualizing and analyzing large data sets in your production environment.

How Polars Can Help You Build Fast Dash Apps for Large Datasets

Plotly is now SOC2 Type I and Type II compliant. Learn how this helps protect customer assets and data sources when using Plotly products.

Enhanced Security and Reliability: Plotly Is SOC 2 Type II Compliant

Data apps visualize, manipulate, and derive data insights through an interactive user interface — read the complete guide for practical examples.

Complete Guide to Data Apps With Industry Examples

SICS shares cohort data with the global research community by deploying data catalogs, analytics, and research to an interactive data vault platform.

Singapore Institute for Clinical Sciences Enables Open Sharing of Health Research with Interactive Data Vault Platform

U.S. Food Tech startup Pairwise sees 10x scalability of molecular screening pipeline with Dash Enterprise for innovative scientific analytics.

Pairwise Accelerates Food and Tech Innovation with Python and Dash Enterprise

Learn how a U.S. federal power provider adopted advanced analytics for nuclear plant mapping and intelligent text analysis using Dash Enterprise.

Federal Power Provider Saves Time and Costs on Nuclear Site Operations and Maintenance With Dash Enterprise

Discover how PriceLabs chose Python analytics over traditional BI software for custom parametrization and robust, relevant, real-time analytics.

PriceLabs creates custom platform for vacation property management analytics

Dash Enterprise front-end framework and Databricks back-end architecture empower Sidmach to develop and launch AI-powered educational platform.

Sidmach launches AI-driven Edustat platform built with Plotly Dash Enterprise and Azure Databricks

Gamuda pairs Python and Dash with sensor data to build real-time monitoring for the world’s first Autonomous Tunnel Boring Machine (A-TBM) effort.

Gamuda develops tunnel boring machine IoT solution with Dash Enterprise

Fetch Rewards develops self-service production-grade data applications for its Analytics Hub platform using Plotly Dash and Snowflake.

Fetch Integrates Plotly Dash With Snowflake to Power a Comprehensive Self-Service Analytics Platform

S&P Global's rapid development and evolution of Workbench Data Applications derived from massive, aggregated datasets with Plotly and Databricks.

S&P Global Market Intelligence Powers 'Workbench Data Apps' Commercial Offering using Plotly with Databricks

How can building a single cell RNA sequencing visualizer with Plotly Dash save hours of app development time? Read the story to learn more.

Single Cell Data Visualization in Multinational Biopharma Org’s Fight Against Disease

Learn how Cox Automotive leverages the power of Dash Enterprise to deliver mission-critical capacity planning analytics that accelerate business decisions.

Largest U.S. Automotive Auction Network Deploys Capacity Planning with Dash Enterprise

Read the story: saving time and costs and increasing ease of access to CFD for pharmaceutical companies with CliqScale.R developed with Plotly’s Dash.

NovaLabs facilitates access to the most popular CFD methodology for stirred reactor scaling using Plotly Dash

Largest independent European asset management firm, WPO, offers fit-for-purpose data analytics spanning six gigawatts of global renewables sites.

WPO Leads Renewable Energy Asset Management with Dash

aioneers’ AI supply chain intelligence platform pushes past legacy BI with Plotly Dash and Azure Databricks for actionable machine learning insights.

aioneers Builds AI-Driven Supply Chain Intelligence Platform with Plotly Dash and Azure Databricks

How Crant, an AI company, reduced weekly analysis time by 28 hours and processed social media data to produce daily metrics with Dash Enterprise.

How Crant Automated AI-driven Insight for Brand Building with Dash

CIBC Capital Markets deploys production-grade data apps with quantitative analytics and machine learning models to Sales and Trading desks.

CIBC Drives ML-Powered Quant Analytics with Plotly Dash Enterprise and Databricks

Learn how Chesapeake Energy implemented Dash Enterprise to address challenges related to real-time data visualizations and secure mobile access.

Chesapeake Energy Creates Real-Time Data Applications for Mission-Critical KPIs using Dash Enterprise

National Renewable Energy Laboratory builds custom preprocessing interface to instantly rerun wind turbine wake steering models and hypotheses.

National Renewable Energy Laboratory Mobilizes Dash for Wind Turbine Wake Research

Gamma Technologies partners with Plotly Professional Services to support automated chart creation in their simulation platform.

Gamma Technologies and Plotly Partner on Updates to Industry-Leading Engineering Simulation Platform

Komatsu uses Dash Enterprise to build custom data applications with Snowflake for insight generation, fault detection, and contextualizing machine behavior.

Komatsu Develops Advanced Analytics and Reporting Applications With Dash Enterprise and Snowflake

Read the story of how within one year of switching to Dash Enterprise, a North American public utilities org reduced customer complaints by 10x.

Public utility organization reduces work order overdue rate by 87% with Dash Enterprise

Read how NISCI deployed production-grade, interactive ship cargo optimization and distribution network planning applications with Dash Enterprise.

NISCI Develops Supply Chain Applications With Dash Enterprise

Discover how Dash Enterprise facilitates decision-support tool development aligning with Uniper's production deployment and security standards.

Uniper accelerates digital innovation in trading business with Dash Enterprise

Martin Engineering uses Dash Enterprise to develop and deploy production-grade data applications from on-site manufacturing equipment sensors.

Martin Engineering Optimizes Customer Site Up-time and Safety with Predictive Maintenance and Remote Monitoring Applications

UK Power Networks developed ML-powered models to predict electricity demand peaks and inform network reliability upgrade investment decisions.

UK Power Networks Utilizes Dash Enterprise and Databricks in Drive to Save Customers More Than £400MM

Investing in Dash Enterprise provided a unified analytics platform for the Kansas City Chiefs' analytics team to address diverse use cases.

How the Portfollio Analytics team built a platform to facilitate and standardize analytic app development at a global financial services org.

Scaling Quantitative Analytics at a Global Financial Services Institution with Python and Dash

Here's how financial technology company Intuit achieved 50% faster experiments with Python and Dash Enterprise, increasing analyst productivity.

Intuit Reduces Experiment Runtime More Than 50% with Dash Enterprise

Learn how the Basketball Analytics Group on the Utah Jazz team is bringing powerful Python analytics to the NBA with Dash Enterprise.

Dash Enterprise for Sports Analytics with Utah Jazz

Major telecommunications firm uses Dash Enterprise to develop a Python-based analytics platform to better track internal ROI and decisions.

Predictive Analytics at Multinational Telecommunications Firm Accelerates Digital Transformation with Dash Enterprise

A digital pharmaceutical company takes action with Dash Enterprise to visualize thousands of drug compound results in the wake of COVID-19.

Dash Enterprise in the Fight Against COVID-19

Discover how Equinor meets the energy needs of over 170 million people each day by operationalizing data science with Plotly Dash Enterprise.

Equinor develops a visualization platform utilizing Dash

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