~/talk

Maximize media search scalability & performance w/

Talkat OpenSearchCon India 2024 · on Wednesday, 2024-06-26· [machine-learning]
slides:none on file

Sony Liv migrates from ElasticSearch to OpenSearch 2.11→2.13 and runs a 45-data-node + 3-master + 3-coordinator cluster indexing 500M+ docs, serving 13k hits/s with median search latency around 4 ms after a zero-downtime migration. Recommendations use OpenSearch KNN/vector features plus user/item collaborative filters and MLP models. Plans include moving CMS, DFS and recommender indexes into OpenSearch, using AWS-managed deployment for operability, cross-cluster search for microservice domains, and relying on OpenSearch ML and security roadmap to close remaining gaps while cutting operational cost.

AI-written summary · about

  1. 0:00SonyLIV search intro
  2. 1:11Migrating to OpenSearch
  3. 2:59OpenSearch scale metrics
  4. 4:03Zero-downtime migration gains
  5. 5:28Key reasons for choosing OpenSearch
  6. 8:01Cross-cluster search & privatization
  7. 9:26Security trade-offs & roadmap
  8. 10:31Search & recommendation integration
  9. 11:36Conclusion
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