Scaling Kubeflow for Multi-tenancy at Spotify

Scaling Kubeflow for Multi-tenancy at Spotify

CNCF [Cloud Native Computing Foundation] via YouTube Direct link

Multi-cluster implementation

13 of 28

13 of 28

Multi-cluster implementation

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Scaling Kubeflow for Multi-tenancy at Spotify

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  1. 1 Intro
  2. 2 Kubeflow Platform for ML
  3. 3 ML Workflow @ Spotify
  4. 4 Kubeflow clusters
  5. 5 Kubeflow platform stats
  6. 6 Our solutions
  7. 7 Team based multi-tenancy
  8. 8 Team profile management
  9. 9 Team profile example
  10. 10 Existing setup & problems
  11. 11 Multi-cluster strategy illustration
  12. 12 Benefits of multiple clusters
  13. 13 Multi-cluster implementation
  14. 14 Multi-cluster based Kubeflow Platforr
  15. 15 New challenges
  16. 16 Solution: ArgoCD
  17. 17 Multi-cluster CD
  18. 18 Multi-cluster reliability
  19. 19 "Infrastructure"-as-code
  20. 20 SLO Tracking
  21. 21 Telemetry and Metrics
  22. 22 kubeflow-state-metrics
  23. 23 Infrastructure and Infrastructui
  24. 24 Product Identity
  25. 25 Expanded Observability
  26. 26 Expanded "On-Cluster" Compute
  27. 27 Self-Service
  28. 28 Open Source!

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