Revolutionize your understanding of modern data management with Apache Polaris (incubating), the open source catalog designed for data lakehouse industry standard Apache Iceberg. This comprehensive guide takes you on a journey through the intricacies of Apache Iceberg data lakehouses, highlighting the pivotal role of Iceberg catalogs. Authors Alex Merced, Andrew Madson, and Tomer Shiran explore Apache Polaris's architecture and features in detail, equipping you with the knowledge needed to leverage its full potential. Data engineers, data architects, data scientists, and data analysts will learn how to seamlessly integrate Apache Polaris with popular data tools like Apache Spark, Snowflake, and Dremio to enhance data management capabilities, optimize workflows, and secure datasets. Get a comprehensive introduction to Iceberg data lakehouses Understand how catalogs facilitate efficient data management and querying in Iceberg Explore Apache Polaris's unique architecture and its powerful features Deploy Apache Polaris locally, and deploy managed Apache Polaris from Snowflake and Dremio Perform basic table operations on Apache Spark, Snowflake, and Dremio

Thinking about transitioning into analytics but worried about starting over? Andrew Madson has been in your shoes. Once a compliance executive, Andrew successfully pivoted into analytics and now is a Professor of analytics at five universities. In this episode, we dive deep into what it really takes to make a career shift when you're already successful. Don't miss this conversation packed with real insights for professionals considering a move into analytics! What You'll Learn: How to handle the fear of leaving a high-paying career for something new Why transitioning is different from starting fresh—and how to use your experience as a superpower Bootcamp vs. Master's—what's worth your time and money? The must-have skills and topics when evaluating an analytics education   To hear even more from Andrew, you can check out his YouTube channel Follow Andrew on LinkedIn!   Register for free to be part of the next live session: https://bit.ly/3XB3A8b   Follow us on Socials: LinkedIn YouTube Instagram (Mavens of Data) Instagram (Maven Analytics) TikTok Facebook Medium X/Twitter

Shift Left with Apache Iceberg Data Products to Power AI | Andrew Madson | Shift Left Data Conference 2025

High-quality, governed, and performant data from the outset is vital for agile, trustworthy enterprise AI systems. Traditional approaches delay addressing data quality and governance, causing inefficiencies and rework. Apache Iceberg, a modern table format for data lakes, empowers organizations to "Shift Left" by integrating data management best practices earlier in the pipeline to enable successful AI systems.

This session covers how Iceberg's schema evolution, time travel, ACID transactions, and Git-like data branching allow teams to validate, version, and optimize data at its source. Attendees will learn to create resilient, reusable data assets, streamline engineering workflows, enforce governance efficiently, and reduce late-stage transformations—accelerating analytics, machine learning, and AI initiatives.

If you're early in your data career or still trying to break in, you've probably got questions about the path ahead and how you can advance to more senior roles.

In this episode, you'll hear from industry veteran Andrew Madson who will share his best advice to help you navigate your career path. 

You'll leave with a better understanding of the road that lies ahead, and some concrete and actionable tips you can use to help accelerate your career. What You'll Learn: What you can expect from a career in data How promotion decisions are made and how you can position yourself well Strategies for building your brand, network, and skills to accelerate your career   This session was part of our OPEN CAMPUS week in October, which included 6 days of live expert sessions.   Register for free to be part of the next live session: https://bit.ly/3XB3A8b   About our guest: Andrew Madson is a Data Analytics, Data Science, and AI Evangelist at Dremio, with deep expertise in leveraging data to drive innovation. With a strong background in analytics, machine learning, and education, he empowers organizations and individuals to unlock the full potential of their data. Insights x Design Podcast Follow Andrew on LinkedIn

Follow us on Socials: LinkedIn YouTube Instagram (Mavens of Data) Instagram (Maven Analytics) TikTok Facebook Medium X/Twitter

Help us become the #1 Data Podcast by leaving a rating & review! We are 67 reviews away! It’s not just about skills; find out what makes hiring managers say, “You’re the one we’ve been looking for.” Featuring hiring managers like Alex The Analyst, Megan McGuire, Jesse Morris, and Andrew Madson, the episode provides actionable tips and behind-the-scenes looks at what it takes to stand out in the data job market. 💌 Join 30k+ aspiring data analysts & get my tips in your inbox weekly 👉 https://www.datacareerjumpstart.com/newsletter 🆘 Feeling stuck in your data journey? Come to my next free "How to Land Your First Data Job" training 👉 https://www.datacareerjumpstart.com/training 👩‍💻 Want to land a data job in less than 90 days? 👉 https://www.datacareerjumpstart.com/daa 👔 Ace The Interview with Confidence 👉 https://www.datacareerjumpstart.com//interviewsimulator Subscribe to Our Newsletter: Join the Data Career Jumpstart Newsletter Prepare for Interviews: Try the Interview Simulator ⌚ TIMESTAMPS 00:25 Alex The Analyst: The Importance of Personality in Hiring 08:01 Megan McGuire: The Hiring Process from Start to Finish 17:06 Jesse Morris: Storytelling and Tenacity in Data Roles 23:21 Andrew Madson: The Value of Projects and Team Fit 26:27 Conclusion and Additional Resources 🔗 CONNECT WITH GUESTS Alex Freberg: https://www.linkedin.com/in/alex-freberg Megan McGuire: https://www.linkedin.com/in/megan-s-mcguire Jesse Morris: https://www.linkedin.com/in/jessemorris1 Andrew Madson: https://www.linkedin.com/in/andrew-madson 🔗 CONNECT WITH AVERY 🎥 YouTube Channel 🤝 LinkedIn 📸 Instagram 🎵 TikTok 💻 Website Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa

In this episode, Andrew Madson, an experienced data analytics professional & hiring manager, shares valuable insights and tips on transitioning into the field of data analytics. 💠

We discussed what ACTUALLY gets you hired, how to make good data projects, & how to pivot into the data field.

Whether you're just starting your data career journey or looking to make a pivot, this episode is a must-listen! 🎧

🤝 Connect with Andrew Madson

📩 Get my weekly email with helpful data career tips

📊 Come to my next free “How to Land Your First Data Job” training

🏫 Check out my 10-week data analytics bootcamp

Timestamps:

(03:46) - 📈 The Surprising Skill You Need

(13:20) - 🎙️ Make Your Data Projects Clear

(20:28) - 🔍 Data Skills You Should Know

(29:11) - 🌐 Networking: Your Gateway to Career Success!

Connect with Avery:

📺 Subscribe on YouTube

🎙Listen to My Podcast

👔 Connect with me on LinkedIn

📸 Instagram

🎵 TikTok

Mentioned in this episode: Join the last cohort of 2025! The LAST cohort of The Data Analytics Accelerator for 2025 kicks off on Monday, December 8th and enrollment is officially open!

To celebrate the end of the year, we’re running a special End-of-Year Sale, where you’ll get: ✅ A discount on your enrollment 🎁 6 bonus gifts, including job listings, interview prep, AI tools + more

If your goal is to land a data job in 2026, this is your chance to get ahead of the competition and start strong.

👉 Join the December Cohort & Claim Your Bonuses: https://DataCareerJumpstart.com/daa https://www.datacareerjumpstart.com/daa