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The Analytics Engineering Podcast

2021-07-01 – 2025-11-23 Podcasts Visit website ↗

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Tristan Handy has been curating the Analytics Engineering Roundup newsletter since 2015, pulling together the internet's best data science & analytics articles.

Tristan and co-host Julia Schottenstein now bring the Roundup to real life, hosting biweekly conversations with data practitioners inventing the future of analytics engineering.

You can view full episode summaries and read back issues of the Roundup newsletter at https://roundup.getdbt.com.

The podcast is sponsored by dbt labs, makers of the data transformation framework dbt. To reach our team, drop a note to [email protected].

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Building a multimodal lakehouse for AI (w/ Chang She)

2025-11-23 Listen
podcast_episode
Chang She (LanceDB) , Tristan Handy (dbt Labs)

In this episode, Tristan Handy sits down with Chang She — a co-creator of Pandas and now CEO of LanceDB — to explore the convergence of analytics and AI engineering. The team at LanceDB is rebuilding the data lake from the ground up with AI as a first principle, starting with a new AI-native file format called Lance. Tristan traces Chang's journey as one of the original contributors to the pandas library to building a new infrastructure layer for AI-native data. Learn why vector databases alone aren't enough, why agents require new architecture, and how LanceDB is building a AI lakehouse for the future. For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

Under the hood of Apache Iceberg (w/ Christian Thiel)

2025-08-24 Listen
podcast_episode
Christian Thiel (Lakekeeper) , Tristan Handy (dbt Labs)

Tristan digs deep into the world of Apache Iceberg. There's a lot happening beneath the surface: multiple catalog interfaces, evolving REST specs, and competing implementations across open source, proprietary, and academic contexts. Christian Thiel, co-founder of Lakekeeper, one of the most widely used Iceberg catalogs, joins to walk through the state of the Iceberg ecosystem. For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

The pragmatic guide to AI agents in the enterprise (w/ Sean Falconer)

2025-08-03 Listen
podcast_episode
Tristan Handy (dbt Labs) , Sean Falconer (Skyflow)

What does it mean to be agentic? Is there a spectrum of agency?  In this episode of The Analytics Engineering Podcast, Tristan Handy talks to Sean Falconer, senior director of AI strategy at Confluent, about AI agents. They discuss what truly makes software "agentic," where agents are successfully being deployed, and how to conceptualize and build agents within enterprise infrastructure.  Sean shares practical ideas about the changing trends in AI, the role of basic models, and why agents may be better for businesses than for consumers. This episode will give you a clear, practical idea of how AI agents can change businesses, instead of being a vague marketing buzzword. For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

From Docker to Dagger (w/ Solomon Hykes)

2025-06-22 Listen
podcast_episode
Solomon Hykes (Docker) , Tristan Handy (dbt Labs)

In this season of the Analytics Engineering podcast, Tristan is digging deep into the world of developer tools and databases. There are few more widely used developer tools than Docker. From its launch back in 2013, Docker has completely changed how developers ship applications.  In this episode, Tristan talks to Solomon Hykes, the founder and creator of Docker. They trace Docker's rise from startup obscurity to becoming foundational infrastructure in modern software development. Solomon explains the technical underpinnings of containerization, the pivotal shift from platform-as-a-service to open-source engine, and why Docker's developer experience was so revolutionary.  The conversation also dives into his next venture Dagger, and how it aims to solve the messy, overlooked workflows of software delivery. Bonus: Solomon shares how AI agents are reshaping how CI/CD gets done and why the next revolution in DevOps might already be here. For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

The history and future of the data ecosystem (w/ Lonne Jaffe)

2025-06-08 Listen
podcast_episode
Lonne Jaffe (Insight Partners) , Tristan Handy (dbt Labs)

In this decades-spanning episode, Tristan Handy sits down with Lonne Jaffe, Managing Director at Insight Partners and former CEO of Syncsort (now Precisely), to trace the history of the data ecosystem—from its mainframe origins to its AI-infused future. Lonne reflects on the evolution of ETL, the unexpected staying power of legacy tech, and why AI may finally erode the switching costs that have long protected incumbents. For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

Why compilers matter (w/ Lukas Schulte)

2025-05-11 Listen
podcast_episode
Tristan Handy (dbt Labs) , Lukas Schulte (SDF)

In this episode, Tristan Handy and Lukas Schulte, co-founder of SDF Labs and now part of dbt Labs, dive deep into the world of compilers—what they are, how they work, and what they mean for the data ecosystem. SDF, recently acquired by dbt Labs, builds a world-class SQL compiler aimed at abstracting away the complexity of warehouse-specific SQL. Join Tristan and members of the SDF team at the dbt Launch showcase to learn more about the brand new dbt engine. Register at https://www.getdbt.com/resources/webinars/2025-dbt-cloud-launch-showcase For full show notes and to read 8+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

Being Pro-Human in the AI Era

2024-04-21 Listen
podcast_episode
Barry McCardel (Hex) , Tristan Handy (dbt Labs)

Barry McCardel is the co-founder and CEO of Hex. Hex is an analytics tool that's structured around a notebook experience, but as you'll hear in the episode, goes well beyond the traditional notebook. We're big fans of Hex at dbt Labs, and use it for a bunch of our internal data work. In this episode, Barry and Tristan discuss notebooks and data analysis, before zooming out to discuss the hype cycle of data science, how AI is different, the experience of building AI products, and how AI will impact data practitioners. For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. The Analytics Engineering Podcast is sponsored by dbt Labs.

Making Sense of the Last 2 Years in Data

2022-06-17 Listen
podcast_episode
Jennifer Li , Matt Bornstein (a16z) , Tristan Handy (dbt Labs) , Martin Casado (a16z)

Matt Bornstein and Jennifer Li (and their co-author Martin Casado) of a16z have compiled arguably the most nuanced diagram of the data ecosystem ever made.  They recently refreshed their classic 2020 post, "Emerging Architectures for Modern Data Infrastructure" and in this conversation, Tristan attempts to pin down: what does all of this innovation in tooling mean for data people + the work we're capable of doing? When will the glorious future come to our laptops? For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com.  The Analytics Engineering Podcast is sponsored by dbt Labs.

The Bundling vs Unbundling Debate w/ Tristan, Benn Stancil and David Jayatillake

2022-03-25 Listen
podcast_episode
Benn Stancil (ThoughtSpot) , David Jayatillake , Tristan Handy (dbt Labs)

A debate has erupted on data Twitter and data Substack - should the modern data stack remain unbundled, or should it consolidate? In this conversation, Benn Stancil (Mode), David Jayatillake (Avora) and our host Tristan Handy try to make some sense of this debate, and play with various future scenarios for the modern data stack.  For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com.  The Analytics Engineering Podcast is sponsored by dbt Labs.

Tristan On The Hot Seat

2021-12-17 Listen
podcast_episode
Julia , Tristan Handy (dbt Labs)

In this very special episode, we'll be turning the spotlight on co-host Tristan Handy, the CEO & Co-founder of dbt Labs. In this AMA with Julia, you'll get to know more about Tristan as a human, as a writer, and as the CEO of dbt Labs helping to push the analytics engineering practice forward.  For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com. 

[COALESCE] Data Analytics In A Snowflake World ft. Christian Kleinerman

2021-12-09 Listen
podcast_episode
Christian Kleinerman (Snowflake) , Tristan Handy (dbt Labs)

Where does Snowflake go from here? What meta trends and technologies play into that vision? How does that impact the world of data analytics? Christian and Tristan have no shortage of opinions or ideas. This is your chance to hear some of them, live and unfiltered. Register to catch the rest of Coalesce, the Analytics Engineering Conference, at https://coalesce.getdbt.com. The Analytics Engineering Podcast is brought to you by dbt Labs.

Benn Stancil: Friday Night (Data) Fights

2021-10-21 Listen
podcast_episode
Benn Stancil (ThoughtSpot) , Tristan Handy (dbt Labs)

Benn is Chief Analytics Officer and a Co-founder at Mode Analytics, but you may know him from his Substack newsletter (benn.substack.com), where each Friday he dives into a semi-controversial topic (recent examples: "Is BI Dead?" and "BI is Dead").  In this episode, Benn, Tristan & Julia finally hash out some of these debates IRL: what is the modern data stack, why is the metrics layer important, and what's the point of all of this? For full show notes and to read 6+ years of back issues of the podcast's companion newsletter, head to https://roundup.getdbt.com.  The Analytics Engineering Podcast is sponsored by dbt Labs.