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© 2024 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.
351 Episodes
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Highlights from this week’s conversation include:David's Background and Journey in Data (0:30)Transition to Time Series Forecasting (2:03)Working on Time Series Forecasting at Amazon (2:55)Challenges and Experience in Time Series Forecasting (4:32)Transitioning to a New Role at Amazon (5:52)Tools and Methods for Time Series Forecasting (8:17)Forecasting Impact and Accuracy (15:30)Explaining Variance and Lessons Learned (18:58)Understanding Downstream Consumers and Empathy for Business Leaders (20:36)Amazon's Culture and Decision-Making Process (24:27)Assimilating into Amazon's Culture (26:04)Interpreting Data for Business Stakeholders (28:34)Consulting for Small Businesses (30:28)Challenges in Automation and Maintenance (32:18)Analyzing Financial Metrics for Small Businesses (34:51)Tooling and Data Solutions for Small Businesses (39:52)Empowering Small Businesses with Data (46:02)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Ben’s background and journey in data (0:18)Relating data to business outcomes (2:33)Facebook's approach to data-driven business outcomes (4:43)Subjectivity and data-driven business outcomes (8:43)Infrastructure and data collection at Facebook (12:04)The importance of first-party data and the death of third-party cookies (16:27)Facebook's Data and Attribution Challenges (20:08)Facebook's Infrastructure and Tooling (23:41)Differences in Data Approaches (28:26)Challenges of Data Project Alignment with Business Outcomes (32:58)Integration of Data into Tools and Partnerships (35:12)Building Alliances with Embedded Data Analysts (38:08)Budgeting for Data Teams (40:02)Healthy Team Dynamics and Budgeting (44:18)Data Team Reporting Structure (46:23)Connecting with Ben and More Content (50:55)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Ryan's Background and Roles in Data (0:05)Data Activation and Dashboard Staleness (1:27)Profiles and Data Activation (2:54)Customer-Facing Experience and Product Management (3:40)Profiles Product Overview (5:10)Use Cases for Profiles (6:44)Challenges with Data Projects (9:19)Entity Management and Account Views (15:33)Handling Entities and Duplicates (17:55)Challenges in Entity Management (22:18)Product Management and Data Solutions (26:08)Reverse ETL and Data Movement (31:58)Accessibility of Data Warehouses (36:14)Profiles and Entity Features (37:47)Cohorts Creation and Use Cases (41:17)Customer Data and Targeting (43:09)Activations and Reverse ETL (45:57)ML and AI Use Cases (55:53)Data Activation and ML Predictions (57:02)Spicy Take and Future Product Features (59:47)ETL Evolution and Cloud Tools (1:00:50)Unbundling and Future Trends (1:02:10)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Matt KG’s Background in Data (0:35)Challenges in purchasing data tools (1:28)Early experiences in data analysis (9:51)Matt’s Transition to a subprime auto loan company (13:19Transition to RudderStack and software purchase decisions (17:36)Tech Problems: People and Process (22:02)Challenges in Purchasing Data Tools (22:55)Budget Constraints and Purchasing Decisions (24:46)Challenges with Platform Documentation (26:55)Metrics and Cost Efficiency (30:11)Risk and Conviction in Purchasing Decisions (32:53)Justification and Value Creation (38:17)Connecting Data to Business Value (42:03)Navigating Business Relationships (46:25)Empowering Analysts (49:54)Relational Capital and Team Competency (51:29)Final thoughts and takeaways (54:16)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Kostas Passes the Baton as Co-Host of the Podcast (0:24)Reflecting on the Podcast (2:56)New Co-Host John Wessel and His Background in Data (4:34)Kostas Journey in Data (10:55)Rudderstack's Explosive Growth (21:28)The Podcast's Inception and Marketing Activities (24:19)Evolution of the podcast (27:22)Memorable guests and experiences (28:29)Connecting with industry leaders and key innovators in the space (33:05)Kostas' new venture (36:26)Advice for the new co-host (42:17)Final Thoughts and Takeaways (44:47)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:The Evolution of Data Systems (0:47)The Role of Open Source Software (2:39)Challenges of Time Series Data (6:38)Architecting InfluxDB (9:34)High Cardinality Concepts (11:36)Trade-Offs in Time Series Databases (15:35)High Cardinality Data (18:24)Evolution to InfluxDB 3.0 (21:06)Modern Data Stack (23:04)Evolution of Database Systems (29:48)InfluxDB Re-Architecture (33:14)Building an Analytic System with Data Fusion (37:33)Challenges of Mapping Time Series Data into Relational Model (44:55)Adoption and Future of Data Fusion (46:51)Externalized Joins and Technical Challenges (51:11)Exciting Opportunities in Data Tooling (55:20)Emergence of New Architectures (56:35)Final thoughts and takeaways (57:47)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Pete’s background and the origin story of Data Council (1:04)Reflecting on 10 years of Data Council (2:07)Impact of the pandemic on conferences (5:25)Rebuilding after the pandemic (7:42)Evolution of Data Council (10:33)Balancing content and sponsorship (16:17)Selecting speakers and content at Data Council (19:39)Highlights from the conference this year (21:58)Realization of AI Future (22:45)Embracing AI at Data Council (23:31)Announcement of Prime Ventures (25:43)Improving Data Council (27:45)Trends and Technologies (29:46)Cautions for Startups (31:47)Connecting with Data Council and Final Takeaways (33:09)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Tristan's Background and Journey into Data (1:14)Evolution of Machine Learning and AI (3:13)Impact of Generative AI (6:33)MLOps and Challenges in Early Data Science (8:48)Success and Applications of AI Today (11:34)Continual AI Copilot Platform (18:04)Challenges in building remarkable AI assistants (19:58)Reliability and accuracy in AI responses (25:31)Regulation and adoption of AI assistants (31:30)Future of AI assistants and Continual AI (33:12)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Ryan’s background in data (0:58)Transition from Performing Arts to Data (2:23)Understanding End Users in Data Projects (6:08)Learning from Failures in Data Projects (8:07)The self-service era (19:50)Struggles of self-service (21:23)The disillusion with dashboards (26:23)GoodData's approach (30:06)Merging wisdom with modern approach (31:50)User experience with GoodData (34:05)Defining metrics and AI (36:35)Connecting with Ryan and GoodData (39:26)Final thoughts and takeaways (41:06)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:The Evolution of Data Processing (2:36)Ryan’s Background and Journey in Data (4:52)Challenges in Transitioning to S3 (8:47)Impact of Latency on Query Performance (11:43)Challenges with Table Representation (15:26)Designing a New Metadata Format (21:36)Integration with Existing Tools and Open Source Project (24:07)Initial Features of Iceberg (26:11)Challenges of Manual Partitioning (31:49)Designing the Iceberg Table Format (37:31)Trade-offs in Writing Workloads (47:22)Database Systems and File Systems (55:00)Vendor Influence on Access Controls (1:01:58)Restructuring Data Security (1:03:39)Delegating Access Controls (1:07:22)Column-level Access Controls (1:14:19)Exciting Releases and Future Plans (1:17:47)Centralization of Components in Data Infrastructure (1:25:37)Fundamental Shift in Data Architecture (1:28:28)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Apruva’s background in streaming technology (0:48)Developer experience and Kafka streams (2:47)Motivation to bootstrap a startup (4:09)Meeting the Confluent founders and early work at Confluent (6:59)Projects at Confluent and transition to engineering management (10:34)Overview of Responsive and event-driven applications (12:55)Defining event-driven applications (15:33)Importance of latency and state in event-driven applications (18:54)Low Latency and Stateful Processing (21:52)In-Memory Storage and Evolution of Kafka (25:02)Motivation for KSQL and Kafka Streams (29:46)Category Creation and Database-like Interface (34:33)Developer Experience with Kafka and Kafka Streams (38:50)Kafka Streams Functionality and Operational Challenges (41:44)Metrics and Tuning Configurations (43:33)Architecture and Decoupling in Kafka Streams (45:39)State Storage and Transition from RocksDB (47:48)Future of Event-Driven Architectures (56:30)Final thoughts and takeaways (57:36)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
Highlights from this week’s conversation include:Chad’s background and journey in data (0:46)Importance of Data Supply Chain (2:19)Challenges with Modern Data Stack (3:28)Comparing Data Supply Chain to Real-world Supply Chains (4:49)Overview of Gable.ai (8:05)Rethinking Data Catalogs (11:42)New Ideas for Managing Data (15:16)Data Discovery and Governance Challenges (18:51)Static Code Analysis and AI Impact on Data (24:55)Creating Contracts and Defining Data Lineage (27:31)Data Quality Issues and Upstream Problems (32:32)Challenges with Third-Party Vendors and External Data (34:29)Incentivizing Engineers for Data Quality (40:28)Feedback Loops and Actionability in Data Catalogs (45:30)Missing metadata (48:57)Role of AI in data semantics (50:27)Data as a product (54:26)Slowing down to go faster (57:38)Quantifying the cost of data changes (1:01:24)The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. 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.RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.
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