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Beyond ETL - Revolutionizing Data Engineering Workflows

Conf42 via YouTube

Overview

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Explore how artificial intelligence is transforming traditional data engineering workflows in this 16-minute conference talk from Conf42 ML 2025. Learn about the limitations of conventional ETL (Extract, Transform, Load) processes and discover how AI-powered approaches are revolutionizing data pipeline development and management. Examine the strategic impact of AI integration in data engineering, including automated data quality checks, intelligent error handling, and predictive maintenance of data systems. Discover specific AI tools and technologies that are currently transforming the field, from automated schema detection to intelligent data mapping and transformation. Gain insights into implementation strategies for incorporating AI into existing data engineering workflows, including best practices for adoption and change management. Understand the future trajectory of AI in data engineering and how organizations can prepare for emerging trends in automated data processing, real-time analytics, and intelligent data governance systems.

Syllabus

00:00 Introduction to Modern Data Engineering
00:34 The Role of AI in Data Engineering
01:18 Speaker's Background and Experience
03:56 Challenges in Traditional ETL Processes
06:36 AI-Powered ETL: A New Approach
07:49 Strategic Impact of AI in Data Engineering
09:14 AI Tools Transforming Data Engineering
12:52 Future of AI in Data Engineering
14:06 Implementing AI in Data Engineering
15:16 Key Takeaways and Conclusion

Taught by

Conf42

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