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Video Access-Log Processing with Apache Flink

Talkat Scale By The Bay 2018 · 2018-11-15..11-17· [data-engineering]
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Mux processes CDN access logs to meter per-account, per-asset video usage and power no-commit utility billing by enriching logs, windowing them by event time, and writing hourly usage to Postgres. The pipeline uses Apache Flink for exactly-once enrichment and event-time windows with three hours allowed lateness, Kafka for raw and enriched topics, and Redis + CockroachDB for asset lookups. The system scales by changing Flink parallelism and survived large spikes without double-billing.

AI-written summary · about

  1. 0:00Intro
  2. 0:33Agenda
  3. 2:37Web Video Primer: Media Request Sequence
  4. 4:14Web Video Primer: System Interactions
  5. 4:45What is Utility Billing?
  6. 5:15Challenges with Utility Billing:Log Enrichment
  7. 5:34Utility Billing Challenges: Thundering Herd Problem
  8. 6:11Utility Billing Challenges: Late/Unordered Data
  9. 7:03Serve the Video
  10. 8:41Step 2: Collect CDN Access Logs
  11. 10:48Step 3: Enrich Access Logs
  12. 15:46Utility Billing Usage Calculations
  13. 17:16Summary
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