

The Analytics Engineering Podcast
dbt Labs, Inc.
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 podcast@dbtlabs.com.
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 podcast@dbtlabs.com.
Episodes
Mentioned books

63 snips
Aug 3, 2025 • 50min
The pragmatic guide to AI agents in the enterprise (w/ Sean Falconer)
Sean Falconer, Senior Director of AI Strategy at Confluent, dives into the intriguing world of AI agents and their role in enterprise. He defines what makes software 'agentic' and explores its deployment challenges. Falconer shares insights on evolving from traditional models to dynamic agents, emphasizing the importance of data management for decision-making. He discusses the need for balance between autonomy and control for effective application in businesses, and highlights the critical skills necessary for successful AI team structures.

46 snips
Jul 20, 2025 • 50min
How Amazon S3 works (w/ Andy Warfield)
Andy Warfield, VP and Senior Principal Engineer at AWS, sheds light on the inner workings of Amazon S3, a vital player in cloud data management. He discusses the evolution of S3, its early misconceptions, and how customer feedback has guided its technology roadmap. The conversation highlights the significance of S3 table buckets in AI and ML applications and the integration with formats like Iceberg. Finally, they explore the future of storage solutions and how S3 continues to power advancements in data analytics.

36 snips
Jun 22, 2025 • 49min
From Docker to Dagger (w/ Solomon Hykes)
In this engaging discussion, Solomon Hykes, the visionary behind Docker, shares insights on its transformative journey from startup to a cornerstone of software development. He delves into containerization's technical magic and contrasts Docker with his new venture, Dagger, designed to streamline software workflows. Solomon also highlights the revolutionary role of AI in continuous integration, revealing how AI agents are set to reshape developer experiences and enhance productivity in an evolving tech landscape.

88 snips
Jun 8, 2025 • 54min
The history and future of the data ecosystem (w/ Lonne Jaffe)
Lonne Jaffe, Managing Director at Insight Partners and former CEO of Syncsort, dives into the evolution of the data ecosystem, from mainframe origins to AI’s transformative role. He discusses the surprising endurance of legacy tech and the challenges in switching to modern systems. The conversation highlights significant investments in deep tech and AI infrastructure, along with the rapid adoption of AI tools in enterprises. Lonne also shares insights on data integration's critical importance in today’s landscape and the future of strategic innovations in data management.

35 snips
May 25, 2025 • 47min
Everything terminals (w/ Zach Lloyd)
Zach Lloyd, founder of Warp, discusses the evolution of terminal technology and its renaissance in the age of AI. He explains the distinct roles of terminals and shells, and how Warp is revolutionizing the command line experience for developers. The conversation highlights frustrations developers face and how AI can enhance productivity by transforming terminal interfaces into chat-like formats. They also explore the future of terminals in software development and the impact of open-source tools on innovation.

42 snips
May 11, 2025 • 42min
Why compilers matter (w/ Lukas Schulte)
Lukas Schulte, co-founder of SDF Labs and now part of dbt Labs, discusses the fascinating world of SQL compilers. He unpacks how these critical tools transform high-level code and their historical evolution. Schulte highlights the challenges of SQL dialect standardization and the emerging initiatives aimed at addressing inconsistencies in data management. The conversation explores advancements in compiler technology and the impact on analytics engineering, showcasing the need for reliable frameworks to enhance user experiences.

52 snips
Apr 27, 2025 • 54min
The evolution of databases (w/ Wolfram Schulte)
Dive into the evolution of databases with insights from a tech leader who transitioned from physics to compilers. Discover the collaboration between data engineering entities and the challenges of scaling technology. Explore the complexities within Facebook's data landscape, including the impact of privacy issues. Learn about various database engines, their features, and future trends, emphasizing the importance of proactive data management for enhanced user experiences.

74 snips
Jan 26, 2025 • 50min
Building a data team from the beginning (w/ Daniel Avancini)
Daniel Avancini, Chief Data Officer and co-founder of Indicium, shares insights on building a data team from the ground up. He emphasizes the importance of investing in training over hiring experienced professionals, fostering a talent pipeline that has successfully prepared hundreds of new data professionals. Avancini also discusses the challenges of cultivating data talent in Brazil, innovative training programs, and the significance of strategic partnerships in consulting. His approach merges technology training with a positive company culture, paving the way for future growth in the analytics field.

64 snips
Jan 12, 2025 • 44min
Data engineering at Snowflake (w/ Rahul Jain)
Rahul Jain, a Data Engineering Manager at Snowflake, shares his insights on advanced technologies in data engineering. He discusses the transformative journey between India and Silicon Valley, emphasizing cultural growth and the optimistic future of India. The conversation dives into Iceberg for data interoperability, the shift from ETL to ELT, and the complexities of dynamic tables. Rahul also highlights the slow adoption of streaming pipelines and the growing importance of data literacy, fueled by advancements in AI and large language models.

35 snips
Dec 22, 2024 • 51min
The intersection of UI, exploratory data analysis, and SQL (w/ Hamilton Ulmer)
Hamilton Ulmer, a data professional at MotherDuck with a rich background in Exploratory Data Analysis and music, discusses how his artistic journey influences his work. He reflects on the evolution of data visualization tools and the significance of exploratory data analysis. The conversation dives into the capabilities of DuckDB for efficient data processing and its role in modern computing with technologies like WebAssembly. Ulmer also highlights the ongoing transformation in the data industry, emphasizing the need for accessible data solutions.