~/talk

Large Scale, Solr & HBase Performance Monitoring

Talkat Berlin Buzzwords 2012 · 2012-06-04..06-05· [data-engineering]
links:none on file
slides:none on file

A hosted SPM monitors Elasticsearch, Solr and HBase by shipping a collectd agent plus JVM instrumentation to a Jetty receiver, feeding a Flume → HBase pipeline that writes a raw table and pre-aggregates into an aggregate table for fast queries. Alerts run on an Esper-based CEP collector, aggregation uses MapReduce when needed, and the deployment handles over 8.9 billion raw rows and ~10k+ datapoints/sec. Operations tuning (keepalive, swappiness, ulimits, async HBase client, HBase-hut pre-aggregation) proves critical and moving to a larger EC2 instance yields a surprising ~20× speedup.

AI-written summary · about

  1. 0:00Introduction to SPM
  2. 2:11SPM architecture overview
  3. 6:32Agent and collector components
  4. 9:17HBase and alerting setup
  5. 11:30Frontend and visualization
  6. 13:36Live demo and metrics example
  7. 14:39Lessons from scaling SPM
  8. 17:50HBase optimization tips
  9. 18:52Survey results and closing
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