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The Data Stack Show

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Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data.

Episodes

171: Machine Learning Pipelines Are Still Data Pipelines with Sandy Ryza of Dagster

Highlights from this week’s conversation include: The role of an orchestrator in the lifecycle of data (1:34) Relevance of orchestration in data pipelines (00:02:45) Changes around data ops and MLOps (3:37) Data Cleaning (11:42) Overview of Dagster (13:50) Assets vs Tasks in Data Pipeline (19:15) Building a Data Pipeline with Dexter (25:40) Difference between Data Asset and Materialized Dataset (28:28) Defining Lineage and Data Assets in Dagster (29:32) The boundaries of software and organizatio...

Jan 03, 202456 min

170: Discussing Data Roles and Solving Data Problems with Katie Bauer of GlossGenius

Highlights from this week’s conversation include: The evolution of the data scientist role (1:03) Common problems in different companies (2:05) Measuring and curating content on Reddit (4:29) The challenges of working with unstructured content at Reddit and Twitter (11:03) Lessons learned from Reddit and applying them at Twitter (13:17) Data challenges and customer behavior analysis at GlossGenius (20:16) How the data scientist's role has changed over time (00:25:10) The essence of the data scie...

Dec 27, 202354 min

169: Data Models: From Warehouse to Business Impact with Tasso Argyros of ActionIQ

Highlights from this week’s conversation include: The Evolution of Databases and Data Systems (2:33) Abstracting Data for Business Users (4:31) Building a Database for Google-like Search (7:58) The Big Data Explosion (11:10) Selling Myspace as First Customer (13:14) Starting ActionIQ (16:57) The customer-centric organization (22:46) Transitioning to customer data focus (23:53) Understanding business users' needs (28:30) Supporting Arbitrary Queries and Data Models (34:42) Unique Technical Perspe...

Dec 20, 20231 hr 6 min

168: Decoding Data Mesh: Principles, Practices, and Real-World Applications Featuring Paolo Platter, Zhamak Dehghani, and Melissa Logan

Highlights from this week’s conversation include: Defining data mesh (6:37) Addressing the scale of organizational complexity and usage (9:04) The shift from monolithic to microservices (12:24) The sociological structure in data mesh (13:59) Data product generation and sharing in data mesh (17:27) Data Mesh: Simplifying Data Work (24:09) Getting Started with Data Mesh (29:14) Building products for Data Mesh (36:42) Building a customizable and extensible platform to shape data practice (39:28) Th...

Dec 13, 202357 min

167: Data-Driven Investing and Company Building with Ben Miller of Fundrise

Highlights from this week’s conversation include: Ben’s background in real estate (3:27) Why Fundrise was Started (4:37) Democratizing Investment Opportunities (6:35) Investment Thesis for Venture (11:55) Challenges with Data and Technology (12:34) Importance of Data Model Abstraction (20:03) Data Infrastructure and Investments (23:22) Evolution of Data Engineering (25:12) Closing the Tooling Gap (34:23) The user base segmentation (36:28) The emotional reality of investment decisions (40:50) Dat...

Dec 06, 202357 min

166: Data Processing Fundamentals and Building a Unified Execution Engine Featuring Pedro Pedreira of Meta

Highlights from this week’s conversation include: The concept of composable at a lower level of data infrastructure (1:28) New architectures and components that allow developers to build databases (3:44) Pedro's background and experience in data infrastructure (6:18) The Spectrum of Latency and Analytics (12:59) Different Query Engines for Different Use Cases (16:32) Vectorized vs Code Gen Data Processing (19:33) Vectorization and Code Generation (21:21) Examples of Vectorized Engines (24:33) Re...

Nov 29, 20231 hr 12 min

165: SQL Queries, Data Modeling, and Data Visualization with Colin Zima of Omni

Highlights from this week’s conversation include: Colin's Background and Starting Omni (1:48) Defining “good” at Google search early in his career (4:42) Looker's Unique Approach to Analytics (9:48) The paradigm shift in analytics (10:52) The architecture of Looker and its influence (12:04) Combatting the challenge of unbundling in the data stack (14:26) The evolution of analytics engineering (21:50) Enhancing user flexibility in Omni (23:44) The evolution of BI tools (32:53) What does the futur...

Nov 22, 202354 min

164: How The GTM and Data Teams at Snowflake Work Together with Travis Henry and Hillary Carpio

Highlights from this week’s conversation include: The Unique Perspective of Practitioners (2:10) Account-based Marketing (6:30) Sales Development Representatives (SDR) (8:05) Descriptive, People, and Engagement Data (11:38) Data Overload and Actionable Data (14:20) Working with Data Teams and Internal Data (17:52) The relationship between business and data teams (22:27) The importance of collaboration between marketing and data teams (24:17) Travis and Hillary writing a book (25:33) The taxonomy...

Nov 15, 202357 min

163: Simplifying Real-Time Streaming with David Yaffe and Johnny Graettinger of Estuary

Highlights from this week’s conversation include: Johnny and David’s background in working together (1:56) The background story of Estuary (4:15) The challenges of ad tech and the need for low latency (5:44) Use cases for moving data at scale (10:35) Real-time data replication methods (11:54) Challenges with Kafka and the birth of Gazette (13:54) Comparing Kafka and Gazette (20:22) The importance of existing streaming tools (22:28) Challenges of managing Kafka and the need for a different approa...

Nov 08, 20231 hr 4 min

162: Accelerating Enterprise AI Transformation With Open Source LLMs Featuring Mark Huang of Gradient

Highlights from this week’s conversation include: The potential of AI-driven applications (1:34) The need for hardware infrastructure in AI experimentation (2:40) Oligopoly on the closed side (11:50) Advantages of private side vs. open source (13:18) Leveraging valuable data within enterprises (16:00) The urgency of adopting LLMs in the enterprise (24:02) Expansion of LLMs into new business verticals (25:06) The challenges of operationalizing LLMs (29:32) Seamless experience with OpenAI (37:29) ...

Nov 01, 202357 min

161: The Intersection of Generative AI and Data Infrastructure with Chang She of LanceDB

Highlights from this week’s conversation include: Chang’s background and journey with Pandas (6:26) The persisting challenges in data collection and preparation (10:37) The resistance to change in using Python for data workflows (13:05) AI hype and its impact (14:09) The success and evolution of Pandas as a data framework (20:04) The vision for a next-generation data infrastructure (26:48] LanceDB's file and table format (34:35) Trade-Offs in Lance Format (42:45) Introducing the Vector Database ...

Oct 25, 20231 hr 21 min

160: Closing the Gap Between Dev Teams and Data Teams with Santona Tuli of Upsolver

Highlights from this week’s conversation include: Santona’s journey from nuclear physics to data science (4:59) The appeal of startups and wearing multiple hats (8:12) The challenge of pseudoscience in the news (10:24) Approaching data with creativity and rigor (13:22) Challenges and differences in data workflows (14:39) Schema Evolution and Quality Problems (27:01) Real-time Data Monitoring and Anomaly Detection (30:34) The importance of data as a business differentiator (35:48) The SQL job cre...

Oct 18, 20231 hr 6 min

159: What Is a Vector Database? Featuring Bob van Luijt of Weaviate

Highlights from this week’s conversation include: How music impacted Bob’s data journey (3:16) Music’s relationship with creativity and innovation (11:38) The genesis of Weaviate and the idea of vector databases (14:09) The joy of creation (19:02) OLAP Databases (22:21) The progression of complexity in databases (24:31) Vector database (29:23) Scaling suboptimal algorithms (34:34) The future of vector space representation (35:51) Databases role in different industries (39:14) The brute force app...

Oct 11, 20231 hr 9 min

158: The Orchestration Layer as the Data Platform Control Plane With Nick Schrock of Dagster Labs

Highlights from this week’s conversation include: Nick’s background and journey in data (2:28) Founding Dagster Labs (7:50) The evolution of data engineering (12:32) Fragmentation in data infrastructure (15:04) The role of orchestration in data platforms (19:53) The importance of operational tools for data pipelines (25:01) Lessons learned from working with GraphQL (26:19) The role of the orchestrator in data engineering (34:51) The boundaries between data infrastructure and product engineering ...

Oct 04, 20231 hr 2 min

157: From Search Engine to Answer Engine Using Grounded Generative AI, Featuring Amr Awadallah of Vectara

Highlights from this week’s conversation include: Amr’s extensive background in data (3:23) The evolution of neural networks (9:21) The role of supervised learning in AI (11:17) Explaining Vectara (13:07) Papers that laid the foundation for AI (15:02) Contextualized translation and personalization (20:07) Ease of use and answer-based search (25:01) AI and potential liabilities (35:54) Minimizing difficulties in large language models (36:43) The process of extracting documents in multidimensional...

Sep 27, 20231 hr 4 min
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