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In-person
1-4 April 2025
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Please note: This schedule is automatically displayed in British Summer Time (BST) (UTC +1). To see the schedule in your preferred timezone, please select from the drop-down menu to the right, above "Filter by Date." The schedule is subject to change and session seating is available on a first-come, first-served basis. 
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Autonomous AI Agents in Production: Slashing Cloud Cost Root Cause Analysis From Hours To Minutes - Ilya Lyamkin, Spotify
Thursday April 3, 2025 15:00 - 15:30 BST
Level 1 | Hall Entrance S10 | Room B
As cloud infrastructures scale, traditional cost monitoring struggles to identify root causes of spending anomalies. This technical deep-dive shows how autonomous AI agents transformed our cost observability pipeline, reducing root cause analysis time from hours to under 5 minutes. We'll examine the agent architecture including deployment patterns, distributed cost tracing, and automated analysis workflows. Learn how we engineered AI agents to correlate cost signals across cloud services, implemented real-time pattern recognition with ML models, and built resilient feedback loops. Through production examples, we'll share our journey from manual investigation to automated root cause identification, including challenges in scaling agent intelligence. Attendees will gain practical insights into building their own AI-powered cost analysis system that scales with their infrastructure.
Speakers
avatar for Ilya Lyamkin

Ilya Lyamkin

Senior Software Engineer, Spotify
Ilya leads the cost tooling infrastructure team at Spotify, driving cloud optimization initiatives through AI-driven analysis tools. Over the past two years, his team pioneered autonomous cost optimization systems that significantly reduced anomaly detection time. With 8 years of... Read More →
Thursday April 3, 2025 15:00 - 15:30 BST
Level 1 | Hall Entrance S10 | Room B
  AI + ML

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