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Meetup070416 Presentations
- 1. Meetup Elastic Lisboa Abril 7, 2016
- 2. ElasticSearch - Know Your Data 7 de Abril, 2016 Nuno Ochoa Elastic Evangelist@Polarising
- 3. 3 ElasticSearch - Know Your Data Elastic Stack Polarisign 2014 3 Kibana ElasticSearch Logstash Beats Plugins Data Visualization Store, Index, Search, Analyse Data Ingestion
- 4. 4 ElasticSearch - Know Your Data ElasticSearch – Store, Index, Search and Analyze Polarisign 2014 4 Distributed and Scalable ﹥ Design to scale-out: improved resiliency ﹥ High Availability ﹥ Multi tenant Search and Analytics ﹥ Real-time (near) ﹥ Full text search ﹥ Multi language support ﹥ Aggregations ﹥ Geospacial Info support Developing Key Features ﹥ Schemaless (structure and unstructured data) ﹥ Document oriented (JSON) ﹥ RESTful API ﹥ Client Libraries (Java, .Net, PHP, etc) ﹥ Build on top of Apache Lucene
- 5. 5 ElasticSearch - Know Your Data ElasticSearch – Scale-Out and High-Availability Polarisign 2014 5 Elastic Cluster Node 1 Shard 1 Shard 2 Shard 3 Shard 4 Elastic Cluster Node 1 Shard 1 Shard 2 Shard 3 Shard 4 Node 2 Shard 1 Shard 2 Shard 3 Shard 4 Add one node • 1 index • Nr of shards: 4 • Nr of Replicas: 1
- 6. 6 ElasticSearch - Know Your Data Logstash – Data Ingest Polarisign 2014 6 Collect, Enrich and Transport Data ﹥ Centralize data processing ﹥ Normalize/Format distinct data types ﹥ Easily extensible ﹥ 200+ plugins Data Pipeline Input Filter(s) Output • elasticsearch • file • syslog • rabbitmq • csv • geoip • elasticsearch • mutate • file • mongodb • elasticsearch • rabbitmq
- 7. 7 ElasticSearch - Know Your Data Beats – Data Ingest Polarisign 2014 7 Collect, Parse and Ship Data ﹥ Lightweight data shippers ﹥ Forward host-based operational metrics ﹥ Single purpose ﹥ Libbeat, framework to build new Beats Operational Data Examples ﹥ Wire Data => Packetbeat (multiple decoders available, like HTTP, MySql) ﹥ System Stats => Topbeat ﹥ Logs => Filebeat, Winlogbeat
- 8. 8 ElasticSearch - Know Your Data Kibana – Data Visualization Polarisign 2014 8 Search and Analytics ﹥ Web based interface for data visualization stored in ES ﹥ Explore and analyze patterns in data ﹥ Leverage the power of Elasticsearch analytics capabilities Visualization ﹥ Supports multiple types, charts, maps, histograms ﹥ Share and embed dashboards into operational dashaboards ﹥ Supports custom visualizations and applications ﹥ Plugins for cluster management and administration
- 9. 9 ElasticSearch - Know Your Data Elastic – Use Cases Polarisign 2014 9 Search ﹥ Full text search (fast) ﹥ Fuzzy text search ﹥ Geospacial Analytics ﹥ Explore your data ﹥ Ask complex queries about your data ﹥ Leveraged by ES aggregations feature ﹥ Kibana! Logging ﹥ Logstash or Beats => ElasticSearch => Kibana ﹥ Centralize log store, analytics and visualization
- 10. 10 ElasticSearch - Know Your Data Elastic – Aggregations Polarisign 2014 10 ﹥ Summarize our data vs looking for particular documents Sample Questions ﹥ Most popular items? ﹥ Average shopping value for each day? ﹥ Which stores sells more? ﹥ Sky is the limit … ﹥ Quick and near real-time, just like search ﹥ Powerful for reports and dashboards => No need for long run jobs ﹥ Can be combined with search/filter queries: ﹥ Most popular items? => Most popular Electronic items?
- 11. 11 ElasticSearch - Know Your Data Elastic – Aggregations Polarisign 2014 11 Concepts ﹥ Buckets: Collections of documents that meet a criterion ﹥ Metrics: Statistics calculated on the documents in a bucket ﹥ An aggregation is a combination of one or more buckets and zero or more metrics SQL SELECT COUNT(product) FROM SALE GROUP BY product GET sales/_search { "size": 0, "aggs": { "products": { "terms": { "field": “product", "size": 100 } } } } Elastic
- 12. 12 ElasticSearch - Know Your Data Elastic – Aggregations Polarisign 2014 12 Concepts ﹥ Buckets: Collections of documents that meet a criterion ﹥ Metrics: Statistics calculated on the documents in a bucket ﹥ An aggregation is a combination of one or more buckets and zero or more metrics SQL SELECT COUNT(product) FROM SALE GROUP BY product GET sales/_search { "size": 0, "aggs": { "products": { "terms": { "field": “product", "size": 100 } } } } Elastic
- 13. 13 ElasticSearch - Know Your Data Elastic – Aggregations Polarisign 2014 13 Types ﹥ Bucketing: builds buckets according to a criteria ﹥ Histogram, Date Histogram, Geo Distance, Terms ﹥ Metrics: compute metrics over a set of documents ﹥ Avg, Stats, Sum, Top Hits ﹥ Pipeline: aggregate the output of other aggregations and their associated metrics Sub-Aggregation ﹥ Bucketing aggregations can have sub-aggregations ﹥ No hard-limit of nested aggregation ﹥ Sub-aggregations will execute within the context of parent buckets
- 14. 14 João Duarte @jsvd What's happening at Elastic? Special Elastic{ON} 2016 Edition
- 15. 15 •February 2016 •San Francisco •2000+ attendees •42 sessions
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- 20. 20 POST /_reindex { "source": { "index": "twitter" }, "dest": { "index": "new_twitter" } } Reindex API 2.3
- 21. 21 POST /twitter/_update_by_query { "script": { "inline": "ctx._source.likes++" }, "query": { "term": { "user": "kimchy" } } } Update by Query 2.3
- 22. 22 Grok Geo
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- 25. 25 I F O Pipeline: The Next Generation 2.1
- 26. 26 I F O Pipeline: The Next Generation 2.2
- 27. 27 I F O …………… Pipeline: The Next Generation 5.x
- 29. 29 GET /_node/stats/events GET /_stats/jvm GET /_node/hot_threads GET /_plugins Metrics API5.x
- 30. 30 GET /_logstash GET /_logstash/${role}/config/current POST /_logstash/${role}/config/_rollback GET /_logstash/${role}/config/${version_number} GET /_logstash/${role}/nodes/${node_name} Management API5.x
- 31. 31 What else in.. •Community Maintainers <3 • Dead letter queues •Centralized configuration • Management UIs Logstash Source: Gray Arial 10pt
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- 33. 33 What to talk about • Redis/Kafka output • Filtering • Metricbeat • Tons of new community beats!! Beats Source: Gray Arial 10pt
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- 35. 35 Ability to customize colors, text, numbers, labels, layouts, skins, and visualizations. 1 All-new Visualization tools for Graph and Time Series data. 2 Strong integration with Security, Monitoring, and the rest of the Elastic Stack 3
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- 37. 37 What to talk about • space efficiency up 20% => more real estate • export all the things! • plugin all the things! • kibana app generator • status page Kibana Source: Gray Arial 10pt
- 39. 39 Packs
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- 42. 42 Elasticsearch + Kibana as a Service Latest release of the Elastic Stack and X-Pack
- 43. 43 Elasticsearch + Kibana as a Service Latest release of the Elastic Stack and X-Pack
- 45. 45 What else in.. • Query Profiler • Painless scripting engine •New relevancy scoring algo (BM-25) •Security Manager on by default • Move from string field to keyword/text • Java HTTP Client • So many geo improvements! Elasticsearch Source: Gray Arial 10pt
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