Python is better with Posit
Build what you love
Posit knows data science
Automate documents, workflows, and websites
Quarto is a technical publishing system that executes Python with markdown to weave together text, tables, images, code output, and interactive content.
Build reproducible workflows, websites, documents, and presentations using Python, R, Julia, and Observable JS.
Share knowledge and insights organization-wide by publishing to Posit Connect, Confluence, Quarto Pub, or other publishing systems.
You have a story to tell with data – tell it with Quarto.
Build robust, scalable, reactive web apps
Shiny for Python enables you to create highly interactive visualizations, real-time dashboards, and anything else you can imagine—all in pure Python, no web development skills required.
Develop web applications capable of using real time-data, automating tasks, and responding to user input. Control how and when plots, tables, and other outputs are updated with reactive programming.
Shiny works with the Python data science packages you already use and is built on top of the modern Python web stack. Deploy to Posit Connect, Shiny Server, or anywhere you can host FastAPI applications with support for web sockets and sticky sessions.
Version, deploy, and monitor ML models
Vetiver is an open-source framework for Machine Learning Operations (MLOps), designed to help Python and R developers version, deploy, and monitor machine learning models.
Store and version your models, create REST APIs for deployment, retrieve model predictions, and monitor the performance of models built with popular frameworks like scikitlearn, pytorch, and XGBoost.
Deploy your versioned models to Posit Connect or a public or private cloud via Docker with transparent, responsible documentation.
Publish versioned datasets, models, and more
The pins package publishes data, models, and other Python objects to shared storage, making it easy to share and track the files you need to get work done.
You can pin objects to a variety of pin boards, including folders (to share on a networked drive or with services like DropBox), Posit Connect, Amazon S3, Google Cloud Storage, and Azure Datalake. Pins can be automatically versioned, making it straightforward to track changes, re-run analyses on historical data, and undo mistakes.
You can use pins from R as well as Python, making it easy for bilingual organizations to share their work in a common format, regardless of language.
Bring Python to work
Build with your favorite editors
Posit Workbench is the place for teams to collaboratively build business-transforming models, applications, reports, and more with code, securely and at scale.
Workbench supports both Python and R, giving data professionals access to all the development environments they love, including Jupyter, VS Code, and RStudio.
Workbench provides enterprise-friendly features, such as centralized management, security, flexible deployment architectures, and commercial support.
Securely share apps, models, and more
Posit Connect is for Python and R coders who build things worth sharing.
Get notebooks, dashboards, models, automated reports, and interactive applications out of development and in front of decision-makers – quickly, easily, and securely.
Host data products built using popular tools like Streamlit, Dash, Flask, FastAPI, Jupyter Notebooks, Voilà, Bokeh, Quarto, and Shiny with built-in authentication and resource management features.
Package management, optimized for data science
Posit Package Manager is a repository management server to organize and centralize Python and R packages across your organization.
Give your Python and R users access to the PyPi, CRAN, and Bioconductor packages they need to do their work while restricting access to unwanted packages.
Host internally developed packages alongside public packages within the bounds of your firewall.
Master Python data science skills
Traditional data science learning is generic and broken. Posit Academy is designed to fix what’s wrong.
Academy is a cohort-based, mentor-led apprenticeship that teaches data science skills through the use of real open-source tools to solve real problems in a collaborative setting.
Academy is led by Posit experts alongside your expert data scientists and delivered via an online platform with industry-relevant interactive coding exercises and projects.
Celebrating the value our customers create
As a loyalty company, Air Miles serves our partners with insights, campaigns, and predictive models to support their businesses. Over the last few years, we realized our tools and workflow started to become a bottleneck in achieving our goal of becoming a personalized rewarding system by processing individual customer preferences.
“Posit creates amazing software that makes it easy for me to do my job. Connect has utterly changed things at work. Whereas before I’d have to create something, then send people an output HTML, I now can hit publish, and the proper controls and access are there.”
Enterprise Data and Analytics Officer, WaFd Bank
“With Posit you can automate away the bottom descriptive analytics portion of the insights and reporting, so you have more time to spend on the cool stuff that you really want to do that you feel is actually going to have business value.”
Sr. Director, Marketing Analytics, Campaign Monitor
"Their support helped in growing our use of Posit Team across the business through the installation of Python IDEs, such as Jupyter Lab and VSCode, within the Posit Workbench environment... [and] allowed us to move from ad hoc analysis towards transparent data modeling and proactive value creation with R and Python.”
Squad Lead Data Science, Air Miles
Resources and Community
Join a community of data scientists
Data Science Hangouts
Data science is not one thing
Alan Schussman, Data Team Leader at W. L. Gore & Associates, Medical Products, provides an insightful overview of the diverse applications of data science within the field.
Listen in as we talk to Data Science Leaders about how to make data science work for you
Get answers and learn more from other Posit users
Get info you can use. Talk to our team. Let’s do this.
Follow for tips and tricks about using R, Python, and Posit's professional products
Stay current with the latest Posit news and content on our Twitter account.
Stay current with the latest Posit news and content on our Mastodon account.