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Beyond Manual Firefighting - AI-Driven Self-Healing Data Pipelines

Conf42 via YouTube

Overview

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Explore the evolution from manual data pipeline management to AI-driven self-healing systems in this 13-minute conference talk from Conf42 Platform Engineering 2025. Learn about current challenges plaguing data pipeline management and discover how artificial intelligence can transform reactive firefighting into proactive, automated solutions. Examine real-world case studies demonstrating successful implementations of self-healing pipeline architectures, and understand the technical foundations required to build these intelligent systems. Gain insights into implementation strategies that move beyond traditional manual interventions, while addressing critical aspects of governance, trust, and measurable business impact. Master the principles needed to create resilient data infrastructure that automatically detects, diagnoses, and resolves issues without human intervention, ultimately reducing operational overhead and improving system reliability.

Syllabus

00:00 Introduction to Platform Engineering 2025
01:18 Current Challenges in Data Pipeline Management
03:53 The Promise of AI-Driven Self-Healing Pipelines
06:35 Case Studies: Real-World Implementations
09:31 Technical Foundations and Implementation Strategies
10:18 Governance, Trust, and Business Impact
12:11 Conclusion and Future Outlook

Taught by

Conf42

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