Posit PBC

We are pleased to share the latest edition of posit::glimpse(), our roundup of significant news and product releases for the Posit open-source community 🎉 Key highlights from this edition include: • ggplot2 v4.0.0: A major milestone for R’s premier visualization package. This release modernizes the internal engine and introduces "role-oriented styling," allowing you to define foreground and background colors more intuitively • dplyr v1.2.0: Significant performance optimizations make functions like if_else() and case_when() up to 30x faster. New verbs like filter_out() and logical helpers when_any() / when_all() streamline complex data filtering tasks. • ellmer v0.4.0: Enhanced support for working with LLMs (Claude and OpenAI), featuring new capabilities for file uploads, web search tools, and automated data frame schema descriptions. • Positron 2026.02.0: Our next-generation IDE now includes a native editor for Jupyter Notebooks. Additionally, registration is now officially open for posit::conf(2026), taking place in Houston from September 14–16! Learn more about these updates and the future of our tools: https://lnkd.in/ga_SsfJJ

Announcing plumber2 0.2.0: Enhanced Observability and Authentication for R APIs We are pleased to announce the release of plumber2 0.2.0, a significant update to the modern web server framework for R users. Following the initial release of plumber2 as the successor to the original plumber package, this version introduces critical features designed to bring observability and robust authentication to R-based APIs. This update addresses the growing need for better monitoring and access control in deployed environments so that R APIs can be managed with the same rigor as any other microservice in a modern stack. • OpenTelemetry (OTEL) Support: Native integration with OpenTelemetry to capture traces, logs, and metrics. Your R APIs can now integrate with observability backends like Jaeger, Prometheus, and Grafana Cloud. • Integrated Authentication: The new version adds dedicated support for authentication and authorization. It includes "guards" for common schemes such as Basic, Bearer (token-based), and OAuth 2.0/OpenID Connect. • Performance Optimization: Beyond new features, this update includes tangible performance improvements to the underlying request handling. Learn more about plumber2 0.2.0 and its capabilities: https://lnkd.in/gvDVRDBS

Scale your data science. Govern your workflow. Boost your AI tools. 🚀 Posit <> Amazon Web Services (AWS) is the ultimate partnership for teams who refuse to compromise. We’ve streamlined the path from local development to cloud-scale production. Whether you’re leveraging Amazon Bedrock for foundation models or orchestrating workflows via Amazon SageMaker, Posit ensures your R and Python developers have the tools they love in the secure environment that IT demands. Stop managing servers. Start driving value. 💡 Check out how we’re building the future of cloud-native analytics: https://lnkd.in/gQuPERBT #AWS #MachineLearning #AI #Posit #OpenSource 

Is your relationship with data statistically significant? ❤️ This Valentine’s Day, skip the generic cards and treat your "significant other" (or your favorite data scientist—you!) to the ultimate experience. Join us in Houston, Sept 14-16, for posit::conf(2026). Whether you're head-over-heels for R, Python, or the latest in Open Source, there’s no better time to commit. We are currently in our Super Early Bird registration window, which means you can lock in the lowest possible price before the rate increases. Why it’s a match made in data heaven: • Hand-on workshops that actually level up your skills. • Keynotes from the leaders of the tidyverse and beyond. • A community that’s as passionate about clean code as you are. Don't let this chance regress to the mean! 📉 🎟️ Lock in Super Early Bird pricing here: https://pos.it/conf #positconf #datascience #rstats #pydata #valentinesday #statistics

That’s a wrap on Snowflake SKOFY27 ❄️ We had a great time spending the week with the Snowflake team. From breakout sessions to conversations at the booth (and yes, a little Plinko), it was energizing to connect. We’re excited to keep that momentum going! Thank you for making SKO such a great experience. We’re looking forward to building together in FY27 🚀 Posit and Snowflake help data teams do more with secure, governed open-sourced data science inside the Snowflake AI Data Cloud. Posit delivers the only "Governed R" solution, providing a secure, centrally managed platform essential for bringing enterprise R and Python workloads to Snowflake. 👉 Learn more about Posit + Snowflake: https://lnkd.in/gE7Xv7MF Snowflake Partner Network #SnowflakeSKO

🗞️ Here's the latest edition of the Posit AI newsletter, your biweekly roundup of AI news from Posit and beyond. This week's edition includes: • posit::conf(2026) call for talks • A step change in coding agents’ abilities • METR’s time horizon eval And more! 📬 Read the newsletter: https://lnkd.in/gkcXiX3J

Registration for posit::conf(2026) is officially open!! We are heading to Houston, TX, from September 14–16 for three days of deep-dive workshops, 100+ talks, and the best community in data science. Whether you're a seasoned pro or just starting your journey with R and Python, this is the place to be. Why register now? This is the lowest rate available for in-person tickets! Lock in our Super Early Bird pricing by April 10 🎟️ Choose your experience for the main conference (Sept 15-16)! 📍 In-Person (Houston): Experience the full energy of the 100+ talks, the "hallway track," evening networking events, and hands-on demos + sticker drops in The Lounge. 💻 Virtual (Global): Includes a dedicated virtual day on Sept 14 featuring exclusive remote-only talks, plus livestreams of the main conference keynotes and sessions. 🔥 Level Up with a Workshop (Sept 14): Whether you’re joining us in Houston or online, you can add an expert-led, hands-on workshop to your pass! These seats fill up fast and are the perfect way to deep-dive into R and Python. Ready to join us? Register here: https://pos.it/conf #positconf2026 #rstats #pydata #datascience #python #opensource

Connect or Connect Cloud? Learn the difference ☁️ Still looking for publishing options for your R or Python work? This live webinar is built for practitioners who need clarity, not promises of do-it-all solutions. We’ll walk through real scenarios, explain the different needs for external and internal sharing, and help you decide what fits your needs today. Whether you need to prototype quickly or publish securely at scale, this session will give you a clear path forward. 📅 Feb 19, 2026 - 12PM EST Secure your seat > https://lnkd.in/eg5shP7B

We’ve loved learning from marketing analytics leaders in our weekly Data Science Hangouts. One thing is becoming clear: Marketing Mix Modeling (MMM) is top of mind for many! The consensus? Building a great model is only half the battle. The real value is realized when you give non-technical stakeholders a clear, data-backed view of ROI. We’ve heard some incredible stories lately that sparked this month’s focus: - 📚 Sophia Tee (Penguin Random House) shared how their models serve as the foundation for recommending specific tactics to maximize book launches. - 💻 John Stanton-Geddes (HP) discussed using Posit Connect to ensure stakeholders have secure access to insights across diverse channels, from Formula 1 to paid search. - 🧱 Ryan Timpe (LEGO) emphasized shifting from describing the past to helping the business make decisions. His team doesn’t just hand over coefficients; they operationalize insights into Shiny apps so stakeholders can run their own budget scenarios. With all this energy around MMM, this month’s Workflow Demo is focused on Strategic Budget Optimization. Join Isabella Velásquez and Daniel Chen as they walk through an end-to-end blueprint for bridging the gap between data science and stakeholder decisions. When: Wednesday, February 25th at 11am ET 🔗 Register Here: https://lnkd.in/dSz8Tk_4 What they’ll highlight in the demo: - The Architecture: The backend "plumbing" needed to move from raw data to insights. - The Interface: A Shiny dashboard for real-time "what-if" budget scenarios. - The Delivery: Automated Quarto reports to keep leadership aligned. - The Deployment: Using Posit Connect to turn your code into a permanent, accessible business asset.

Missed our Positron + Databricks session? The replay is live! 🎥 We had a great deep dive into why modern data engineering needs more than just a notebook. If you couldn’t make it, you can now watch the full walkthrough on demand. Key takeaways: ➡ How to use AI features to move from concept to code. ➡ Navigating Databricks data via the Catalog Explorer. ➡ Best practices for production-grade pipelines. Watch the recording here: https://lnkd.in/gS6Y5dPs #DataEngineering #Databricks #Positron #AI