~/talk

Databaseless Data Processing - High-Performance for Cloud-Native Apps and AI

Talkat JCON EUROPE 2024 · 2024-05-13..05-16· [databases, machine-learning]
slides:none on file

EclipseStore replaces Hibernate/JPA by mirroring real Java object graphs in memory and appending binary snapshots to object storage (AWS S3 or files) so queries run with Java Streams in microseconds rather than milliseconds; the demo claims up to 1000x faster and an estimated 96% cost savings by avoiding cloud databases. The implementation uses EclipseStore with a custom binary engine Eclipse Serializer, supports lazy loading, JVM, native image and Kubernetes deployments, and reports multi‑year production use.

AI-written summary · about

  1. 0:00Introduction and session change
  2. 2:16Performance demo comparison
  3. 8:01Problems with ORM and databases
  4. 13:48Why so many databases exist
  5. 22:46Cloud costs and complexity
  6. 27:43Java’s advantages for data processing
  7. 31:15Eclipse Store introduction
  8. 35:55Framework history and adoption
  9. 40:13How Eclipse Store works
  10. 45:32Eclipse Serializer core
  11. 49:52Lazy loading and object graph
  12. 51:42Resources and next steps
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