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Logging Apache Spark - How we made it easy

Talkat DataEngBytes 2021 · on Sunday, 2021-10-10· [data-engineering]
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Nielsen runs >50 TB and billions of events through Spark on EMR and needed real-time log access instead of SSH, YARN UI or delayed S3 dumps. The team installs filebeat and metricbeat via EMR bootstrap actions on every EC2 node, tags logs with flow/team/EMR_cluster_id, ships to Redis then Logstash → Elasticsearch and visualizes in Kibana; it cuts lookup time dramatically, engineers adoption is the main hurdle, and plans replace Redis with Kafka for scale.

AI-written summary · about

  1. 0:00Intro
  2. 1:13Spark
  3. 2:22Accessing Spark Logs
  4. 5:47Bootstrap Actions
  5. 6:26Install Filebeat
  6. 10:55Obstacles
  7. 11:37Charts
  8. 12:42Future
  9. 13:41Outro
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