~/talk

Run your Business with Real-time Insights from Data

Talkat Google Cloud Next '18 · 2018-07-24..07-26· [data-engineering]
slides:none on file

GO‑JEK moves from day‑old reports to minute‑fresh analytics by piping events through Pub/Sub, processing and windowing with Dataflow, and writing results into BigQuery. Pipelines handle >10 billion driver pings (every 10s), autoscale workers, produce a live supply‑vs‑demand heatmap refreshed every minute, and generate cancellation alerts via Stackdriver and merchant notifications. Platform growth is 30% monthly with ~700 datasets and real‑time reports delivered within hours rather than days.

AI-written summary · about

  1. 0:00Introduction to real-time insights
  2. 1:06Stream processing architecture basics
  3. 7:54Simple streaming to BigQuery
  4. 12:31Fixed and sliding windows explained
  5. 16:27Session windowing for user behavior
  6. 18:57Machine learning in streaming pipelines
  7. 25:46Stateful streaming for dynamic decisions
  8. 27:55GO-JEK real-world use cases
  9. 33:46GO-JEK supply-demand analytics
  10. 38:30Cancellation alerts in real time
  11. 42:24Key takeaways and Q&A
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