Chad Sanderson, CEO of Gable.ai, discusses modern data management, data contracts, and the evolving trends in data infrastructure. He explores the importance of aligning data use with business value, transitioning to federated data management models, and the benefits of AWS Trainium and Inferentia. Sanderson introduces 'Gable' as a platform revolutionizing data management processes with live change detection and collaboration tools, emphasizing data integrity and monetization for businesses.
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Quick takeaways
Implementing data contracts improves data governance and management.
Prioritize operational use cases for data infrastructure over building end-to-end stacks.
Utilizing live change detection enhances data quality and streamlines management processes.
Deep dives
The Importance of Establishing Data Contracts for Ensuring Data Quality
Chad Sanderson discusses the significance of establishing data contracts as a solution to data quality issues. By implementing data contracts, teams can improve data governance and ensure data is properly managed in various systems. Sanderson highlights the need for software engineers and data teams to work cohesively in maintaining data accuracy and integrity throughout the data pipeline.
Shifting Focus from End-to-End Data Stack to Operational Use Cases
Sanderson emphasizes the evolving trends in data infrastructure, moving away from building end-to-end stacks from the beginning. Instead, there is a shift towards prioritizing operational use cases for data infrastructure. This change demands a reevaluation of how companies approach data systems, focusing more on impactful operational tasks rather than just analytics.
The Role of Live Change Detection in Enhancing Data Quality and Governance
Sanderson delves into the significance of live change detection in maintaining data quality and governance. By implementing technologies like live change detection, teams can proactively identify and address data inconsistencies or errors before they cause significant disruptions. This approach enables a more streamlined and efficient data management process.
Transforming Data Management with DevDataOps Approach
Sanderson highlights the emerging concept of DevDataOps as a crucial framework for integrating data quality practices into the DevOps workflow. DevDataOps aims to align data management efforts with software engineering processes, enhancing collaboration between data producers and software engineers. This integrated approach ensures data quality is embedded throughout the entire data lifecycle.
Driving Cultural Shift Towards Treating Data as a Core Product
Sanderson envisions a cultural shift within companies towards treating data as a core product. He advocates for a strategic approach where data is managed, governed, and valued from its inception, akin to how software engineering and security are prioritized. By emphasizing data quality and ownership, organizations can harness the true potential of data as a strategic asset.
Chad Sanderson is passionate about data quality, and fixing the muddy relationship between data producers and consumers. He is a former Head of Data at Convoy, a LinkedIn writer, and a published author. He lives in Seattle, Washington, and is the Chief Operator of the Data Quality Camp.
Huge thank you to @amazonwebservices for sponsoring this episode. AWS - https://aws.amazon.com/
MLOps podcast #226 with Chad Sanderson, CEO & Co-Founder of Gable, The Rise of Modern Data Management.
// Abstract
In this session, Chad Sanderson, CEO of Gable.ai and author of the upcoming O’Reilly book: "Data Contracts," tackles the necessity of modern data management in an age of hyper iteration, experimentation, and AI. He will explore why traditional data management practices fail and how the cloud has fundamentally changed data development. The talk will cover a modern application of data management best practices, including data change detection, data contracts, observability, and CI/CD tests, and outline the roles of data producers and consumers. Attendees will leave with a clear understanding of modern data management's components and how to leverage them for better data handling and decision-making.
// Bio
Chad Sanderson, CEO of Gable.ai, is a prominent figure in the data tech industry, having held key data positions at leading companies such as Convoy, Microsoft, Sephora, Subway, and Oracle. He is also the author of the upcoming O'Reilly book, "Data Contracts” and writes about the future of data infrastructure, modeling, and contracts in his newsletter “Data Products.”
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// Related Links
AWS Trainium and Inferentia:
https://aws.amazon.com/machine-learning/trainium/
https://aws.amazon.com/machine-learning/inferentia/
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Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with Chad on LinkedIn: https://www.linkedin.com/in/chad-sanderson/
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