~/talk

Building Bulletproof Database Platforms

Talkat Conf42 Platform Engineering 2025 · on Thursday, 2025-09-04· [databases, machine-learning]
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slides:none on file

Claims a machine learning system that runs reinforcement learning for Oracle clusters and anomaly detection with 5‑second evaluation intervals, plus synchronized duplication (Data Guard) tuning to hit 99.98% availability. Cites $9,000 per minute downtime and a reported 287% ROI in eight months, with predictive autoscaling and cross‑architecture scaling implemented. Provides case studies in financial services, healthcare, and retail and reports that the platform achieves near‑100% uptime while reducing cost.

AI-written summary · about

  1. 0:00Introduction to Sunil and His Expertise
  2. 0:23The Cost of Downtime and Machine Learning Solutions
  3. 0:44Deep Learning and Performance Metrics
  4. 1:08Optimizing Oracle Clusters with Reinforcement Learning
  5. 1:34ROI and Predictive Auto Scaling Benefits
  6. 2:10Case Studies and Achieving High Availability
  7. 2:57Conclusion and Final Thoughts
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