~/talk

Following Google or Don't Follow the Followers, Follow the Leader

Talkat GOTO Chicago 2014 · 2014-05-20..05-21· [distributed-systems, data-engineering]
links:none on file
slides:none on file

Argues that following Google research beats following vendors or Yahoo and that MapReduce is now a decade‑old core (Hadoop inherits it) and is largely obsolete for many workloads. Names concrete tradeoffs: scale, speed, persistence, context; cites a Microsoft study showing median analytic job input ~14GB; points to Google papers Spanner/F1 (2012–2013) combining ACID, cross‑datacenter sync replication and SQL over distributed storage as the direction to emulate rather than shoehorning applications into ad‑hoc NoSQL stacks.

AI-written summary · about

  1. 0:00Intro
  2. 2:13Early history
  3. 10:09Scrolls
  4. 12:06Clay vs Paper
  5. 12:55Codex
  6. 13:44Medium encyclopedias
  7. 14:10Movable type
  8. 16:02Perfect copies
  9. 17:31Metadata
  10. 18:25Sharing knowledge
  11. 19:23Taxonomy
  12. 20:00Species are not fixed
  13. 21:50Victorian Era
  14. 22:24Industrial Era
  15. 24:01Topdown Taxonomy
  16. 25:16Why did this happen
  17. 25:35Problems of pragmatism
  18. 27:57Scale changes
  19. 28:56Top down vs bottom up
  20. 30:20Scale changes architectures
  21. 31:19Big data
  22. 32:05Relational databases
  23. 32:35Moores law
  24. 33:17Clientserver
  25. 33:49Connection pooling
  26. 34:46Stateless architectures
  27. 35:11Database scalability
  28. 36:02Sharding
  29. 37:15Design for failure
  30. 39:09You can put this new thing in
  31. 39:29So what have we done
  32. 40:04Big mainframes
  33. 40:15Data warehousing
  34. 41:47Cubing architectures
  35. 42:39Database architectures
  36. 43:12No sequel
  37. 44:42Query optimization
  38. 44:58Data modeling
  39. 47:17Performance curve
  40. 48:06Key value store
  41. 48:18Query strings
  42. 49:23Hadoop
  43. 49:49Microsoft
  44. 50:29Model building
  45. 50:56Unstructured data
  46. 51:39Scientific computing
  47. 52:11Query problems
  48. 52:26Small analytics
  49. 53:24Hadoop and no sequel
  50. 54:09Big conclusion
  51. 54:32F1 evolution
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