~/talk

Big Data, Small Code ... #bbuzz

Talkat Berlin Buzzwords 2016 · 2016-06-05..06-07· [java, data-engineering]
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slides:none on file

Claims that Java 8 plus Apache Crunch (now shipping the crunch-lambda wrapper in 0.14.0) cuts MapReduce pipeline boilerplate, keeps execution on Hadoop (or Spark), and makes pipelines easy to unit test. Demonstrated concrete tools and patterns: a materialize step that runs a MapReduce stage and streams results back to the driver for Prometheus push‑gateway metrics, and a grouping + streaming top-K algorithm used to build SoundCloud’s stats pipelines. Teams report fewer failures and more tests.

AI-written summary · about

  1. 0:00Introduction to talk
  2. 1:07State of Big Data in 2016
  3. 2:34MapReduce is not dead
  4. 4:45Apache Crunch overview
  5. 7:17Crunch data model
  6. 8:01Word count example
  7. 9:45Java 8 and Lambda improvements
  8. 11:31Crunch Lambda example
  9. 12:56Crunch collections explained
  10. 15:25Real-world use cases
  11. 15:46Monitoring event counts
  12. 20:23SoundCloud stats product
  13. 26:02Impact at SoundCloud
  14. 28:09Future of Crunch and Beam
  15. 30:18Summary and resources
  16. 32:08Q&A session
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