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Logs as Data

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Argues that logs become actionable when emitted as events as maps instead of strings, implemented in Clojure by converting incoming lines to maps, applying streaming map-reduce recipes, and doing two-tier aggregation (many receivers then a merger). Describes Pulse — a distributed consumer/analyzer/aggregator processing Heroku’s event firehose to power a realtime dashboard updated about once a second, with stats like rolling means over 60 seconds and per-second rollups computed from emitted per-second rollups recipes. The system runs in production and drives Heroku visibility.

AI-written summary · about

  1. 0:00Start
  2. 1:38code
  3. 1:53HTML markup
  4. 2:03SQL queries
  5. 2:14build specs
  6. 7:51data via simple abstractions with a general library
  7. 20:59maps+seqs : Clojure events : ?
  8. 22:34event processing services
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