~/talk

EdgeLake: Extending the Cloud to the Edge – an LF Edge Project

Talkat Open Source Summit North America 2025 · 2025-06-23..06-25· [databases]
slides:none on file

EdgeLake claims to keep edge data in place and run SQL queries where the sensors live, returning aggregated results from distributed nodes (demo returns data from 10 nodes) instead of shipping raw streams to the cloud. Deployments run in hours or days on Linux with <500 MB footprint, local storage in Postgres or SQLite, and optional blockchain metadata or a master-node emulator. Sabetha, Kansas replaces cloud contracts within two weeks; APIs support REST, MQTT, Kafka and open integrations. Decentralized virtual layer map-reduce style query routing

AI-written summary · about

  1. 0:00EdgeLake and LF Edge intro
  2. 1:07EdgeLake decentralized approach
  3. 3:17Edge data management problems
  4. 8:20EdgeLake city use case demo
  5. 13:25Query processing across nodes
  6. 17:03Federated learning with EdgeLake
  7. 20:02EdgeLake architecture
  8. 24:38Scalability in edge networks
  9. 31:05EdgeLake deployment
  10. 36:01Q&A data consistency
  11. 39:20Q&A trust and security
  12. 41:30Q&A performance and hardware
  13. 42:34Q&A security protocols
  14. 44:04Q&A platforms and databases
  15. 45:58Q&A connectivity formats
  16. 47:27Closing remarks
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