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AI-Powered Risk Management

Talkat Site Reliability Engineering (SRE) 2025 · on Thursday, 2025-04-17· [machine-learning]
slides:none on file

Built a metadata-driven pipeline platform using Azure Data Factory with parameterized JSON templates, reusable components, and streaming feeds into PowerBI for realtime dashboards. The implementation claims 40% operational cost reduction via dynamic scaling and optimized scheduling, a 99.9% pipeline success rate that nearly eliminates manual restarts, and 70% faster report generation for business teams. Architecture includes incremental loads, data lineage, alerting, encryption with Azure Key Vault, and enterprise rollout plus plans for autotuned, self-learning risk models.

AI-written summary · about

  1. 0:00Introduction and Speaker Background
  2. 0:43Understanding the Data Challenges
  3. 1:46Introducing Azure Data Factory
  4. 2:36Business Impact and Results
  5. 3:10Architecture Best Practices
  6. 4:04Governance and Monitoring
  7. 5:23Compliance and Security
  8. 6:01Future Vision and Conclusion
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