Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Elastic Stackでメトリクス&ログ解析
Search
Jun Ohtani
May 30, 2017
Technology
0
780
Elastic Stackでメトリクス&ログ解析
OSC Nagoya 2017で発表した資料になります。
Jun Ohtani
May 30, 2017
Tweet
Share
More Decks by Jun Ohtani
See All by Jun Ohtani
Elastic Stackでマイクロサービス運用を 楽にするには? / Monitoring Microservices with Elastic Stack
johtani
5
2.7k
様々なメトリクスやログを集めてシステム解析 - Elastic Stackの入門と活用 - / Getting started Elastic Stack for logging/metrics
johtani
4
1k
え?SQLで入門?する ElasticsearchとElastic Stack / Getting started Elastic Stack with SQL
johtani
4
900
Elastic Stack 入門 2018.09 / Getting started Elastic Stack 2018.09
johtani
3
2.7k
What's new in Elastic Stack 6.3
johtani
2
2k
Elastic Stackで始めるJavaアプリのパフォーマンス監視 / Intro Elastic Stack and Elastic APM Java
johtani
5
2.3k
様々なメトリクスやログを集めてシステム解析 - Elastic Stackの入門と活用 - / Intro Elastic Stack
johtani
0
110
Intro Elastic Stack at Telemetry WG
johtani
0
220
What's new in Elastic Stack 6.1?
johtani
0
550
Other Decks in Technology
See All in Technology
KDD2024参加報告
cyberagentdevelopers
PRO
1
300
HashHub会社案内「なぜ今、パブリックブロックチェーンに賭けるのか」
hashhub
3
75k
スクラム導入の舞台裏:QAエンジニアがスクラムマスターになるまで
bubo1201
0
170
Azure App Service on Linux の Sidecar に Phi-3 を配置してインテリジェントなアプリケーションを作ってみよう/jazug-anniv14
thara0402
0
360
業務ヒアリングと知識の呪い
tamai_63
0
260
【shownet.conf_】ShowNet x 宇宙ネットワーク
shownet
PRO
0
390
それでもやっぱり ExpressRoute が好き!
skmkzyk
0
230
Develop to Survive - YAPC::Hakodate 2024 Keynote
moznion
7
2.1k
分析者起点の企画を成功させた連携面の工夫
lycorptech_jp
PRO
1
250
【shownet.conf_】ネットワークテストの最適化と利便性の追求
shownet
PRO
0
320
ADRを運用して3年経った僕らの現在地
onk
PRO
10
4.8k
第45回 MLOps 勉強会 - ML Test Score を用いた機械学習システムの定量的なアセスメント
masatakashiwagi
3
290
Featured
See All Featured
Mobile First: as difficult as doing things right
swwweet
222
8.8k
Code Reviewing Like a Champion
maltzj
519
39k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
280
13k
Designing for humans not robots
tammielis
249
25k
What's new in Ruby 2.0
geeforr
341
31k
The Mythical Team-Month
searls
218
43k
Rails Girls Zürich Keynote
gr2m
93
13k
Ruby is Unlike a Banana
tanoku
96
11k
A better future with KSS
kneath
236
17k
Building Applications with DynamoDB
mza
90
6k
Being A Developer After 40
akosma
84
590k
A Philosophy of Restraint
colly
202
16k
Transcript
‹#› 2017/05/27 Evangelist at Elastic Jun Ohtani @johtani Elastic stackͰ͡ΊΔ
ϩάղੳೖ
‹#›
ΞδΣϯμ • γεςϜϝτϦΫεղੳɺϩάղੳΛࢼ͠ʹͬͯΈΑ͏ • Beats - Elasticsearch - KibanaͰղੳ •
ຊ֨తʹղੳΛΔʹʁ • LogstashͰϩάΛதܧɾू • ͞Βʹ৭ʑࢼͯ͠ΈΔʹʁ • ༻ϓϥάΠϯհ 3
about • Me, Jun Ohtani / Technical Advocate ‒ lucene-gosenίϛολʔ
‒ ElasticSearch Serverຊޠ൛ͷ༁ ‒ http://blog.johtani.info • Elasticsearch, founded in 2012 ‒ Products: Elasticsearch, Logstash, Kibana, Beats X-Pack, Elastic Cloud Professional services: Support & development subscriptions ‒ Trainings, Consulting, SaaS 4
5 ElasticελοΫ
ElasticελοΫʢOpen Sourceʣ 6 Kibana Elasticsearch
Logstash Beats
ElasticελοΫ 7 Elastic Cloud
X-Pack Kibana Elasticsearch ! " Logstash Beats +
ϝτϦΫε/ϩάղੳΛ ࢝ΊͯΈΑ͏
ϝτϦΫεɾϩάͷੳʢ؆қ൛ʣ 9 σʔλ Import Parse/ Store/Search Visualize
ܰྔσʔλγούʔ 10 Beats
11 Beats 軽量データシッパー ソースからデータを転送 転送しElsaticsearchに集約 変換とパースのため Logstashに転送 Elastic Cloudに転送 Libbeat:
カスタムbeatsの ためのAPIフレームワーク 30以上のコミュニティbeats
12 FILEBEAT ログファイル METRICBEAT メトリック情報 PACKETBEAT ネットワーク WINGLOGBEAT Windowイベント さらに30を超えるコミュニティ
Beatsがあり、増加中 Apachebeat, dockbeat, httpbeat, mysqlbeat, nginxbeat, redis beats, twitterbeat, and more
Collect system and application metrics Metricbeat
lots of modules Metricbeat
tail log from file Filebeat
many modules Filebeat
Capture the Packet Packetbeat
Capture the Packet Packetbeat
Welcome to 1998 winlogbeat
Now winlogbeat
21 Elasticsearch
ݕࡧͱͯ͠ͷ Elasticsearch
Elasticsearchͱʁ
ϑϦʔϫʔυݕࡧ 24
ߜΓࠐΈ 25
ϋΠϥΠτ 26
ιʔτ 27
ϖʔδϯά 28
ूܭ 29
αδΣετ 30
Elasticsearch in 10 seconds • εΩʔϚϑϦʔɺࢄυΩϡϝϯτετΞɺREST & JSON • Φʔϓϯιʔε:
Apache License 2.0 • ઃఆͳ͠Ͱ؆୯ʹࢼ͢͜ͱ͕Մೳ • JavaͰ࣮ɻ֦ு༰қ 31
Powerful Search at Scale 32
؆୯ͳCRUD
σʔλొ 34 curl -XPUT localhost:9200/books/book/1 -d ' { "title" :
"Elasticsearch - The definitive guide", "authors" : "Clinton Gormley", "started" : "2013-02-04", "pages" : 230 }'
σʔλߋ৽ 35 curl -XPUT localhost:9200/books/book/1 -d ' { "title" :
"Elasticsearch - The definitive guide", "authors" : [ "Clinton Gormley", "Zachary Tong" ], "started" : "2013-02-04", "pages" : 230 }'
σʔλআ 36 curl -X DELETE localhost:9200/books/book/1 σʔλͷऔಘ curl —X GET
localhost:9200/books/book/1 curl —X GET localhost:9200/books/book/1/_source
ݕࡧ 37 curl -XGET localhost:9200/books/_search?q=elasticsearch { "took" : 2, "timed_out"
: false, "_shards" : { "total" : 5, "successful" : 5, "failed" : 0 }, "hits" : { "total" : 1, "max_score" : 0.076713204, "hits" : [ { "_index" : “books", "_type" : “book", "_id" : "1", "_score" : 0.076713204, "_source" : { "title" : "Elasticsearch - The definitive guide", "authors" : [ "Clinton Gormley", "Zachary Tong" ], "started" : “2013-02-04", "pages" : 230 } } ]
ݕࡧ - Query DSL 38 curl -XGET ‘localhost:9200/books/book/_search' -d '{
"query": { "filtered" : { "query" : { "match": { "text" : { "query" : “To Be Or Not To Be", "cutoff_frequency" : 0.01 } } }, "filter" : { "range": { "price": { "gte": 20.0 "lte": 50.0
ࢄߏɺ εέʔϧ
Basic terms • ΠϯσοΫε ‒ σʔλͷཧతͳू߹ɻ RDBͷσʔλϕʔεͷΑ͏ͳͷLogical • ϨϓϦέʔγϣϯ •
ಡΈࠐΈͷεέʔϥϏϦςΟ্ • SPOFͷղফ • γϟʔσΟϯά • ෳϚγϯσʔλΛׂ ॻ͖ࠐΈͷεέʔϥϏϦςΟ্ σʔλϑϩʔ੍ޚ 40
γϟʔυͱϨϓϦΧ 41 node 1 orders products 1 4 1 2
2 3 curl -X PUT localhost:9200/orders -d '{ "settings.index.number_of_shards" : 4 "settings.index.number_of_replicas" : 1 }' curl -X PUT localhost:9200/products -d '{ "settings.index.number_of_shards" : 2 "settings.index.number_of_replicas" : 0 }'
γϟʔυͱϨϓϦΧ 42 node 1 orders products 1 4 1 node
2 orders products 2 2 3 4 1 2 3
ࣗಈతͳࢄ 43 node 1 orders products 2 1 4 1
node 2 orders products 2 2 node 3 orders products 3 4 1 3
શจݕࡧͱʁ
શจݕࡧͱʁ • શจݕࡧʢFull text searchʣͱɺίϯϐϡʔλʹ͓͍ͯɺෳͷจॻ ʢϑΝΠϧʣ͔ΒಛఆͷจࣈྻΛݕࡧ͢Δ͜ͱɻʮϑΝΠϧ໊ݕࡧʯ ʮ୯ҰϑΝΠϧͷจࣈྻݕࡧʯͱҟͳΓɺʮෳจॻʹ·͕ͨͬͯɺจ ॻʹؚ·ΕΔશจΛରͱͨ͠ݕࡧʯͱ͍͏ҙຯͰ༻͞ΕΔɻ ʢWikipediaΑΓʣ 45
༻ޠ • ΠϯσοΫε ݕࡧΤϯδϯ͕ݕࡧʹ༻͢Δσʔλͷอଘઌ • υΩϡϝϯτʢจॻʣ ‒ ݕࡧΤϯδϯʹอଘ͞Εͨσʔλ • ϑΟʔϧυ
‒ υΩϡϝϯτʹؚ·ΕΔଐੑ • ΫΤϦ ‒ ݕࡧ݅ɺݕࡧࣜ 46
༻ޠ • εΩʔϚ ‒ υΩϡϝϯτͷߏΛఆٛ͢Δͷ • λʔϜʢTermʣɺτʔΫϯʢTokenʣ ‒ ΠϯσοΫεͷΩʔʹͳΔ୯ޠʢจࣈྻʣ ‒
จষΛҰఆͷ๏ଇͰ۠ͬͨ୯ޠ ‒ ୯ޠ͚ͩͰͳ͘ɺ୯ޠͷҐஔͳͲؚΉ 47
υΩϡϝϯτͷొ 48 1 2 ΧπΦαβΤͷఋ αβΤϫΧϝͷ࢞ υΩϡϝϯτͷొ
υΩϡϝϯτͷొ 49 1 2 ΧπΦαβΤͷఋ αβΤϫΧϝͷ࢞ 1 2 ΧπΦ αβΤ
ͷ ͷ αβΤ ϫΧϝ ఋ ࢞ υΩϡϝϯτͷొ ୯ޠʹׂ
υΩϡϝϯτͷొ 50 1 2 ΧπΦαβΤͷఋ αβΤϫΧϝͷ࢞ 1 2 ΧπΦ αβΤ
ͷ ͷ αβΤ ϫΧϝ ఋ ࢞ ΧπΦ αβΤ 1 1 2 ͷ ࢞ ϫΧϝ 2 1 2 1 2 1 ఋ 2 υΩϡϝϯτͷొ ୯ޠʹׂ ୯ޠ͔Βidͷྻ͕ Ҿ͚ΔΑ͏ʹ
ݕࡧ 51 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ݕࡧ݅ೖྗ ΧπΦɹαβΤ
ݕࡧ 52 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ΧπΦ αβΤ AND ݕࡧ݅ೖྗ ݕࡧ݅ͷύʔε ݕࡧΫΤϦԽ ΧπΦɹαβΤ
ݕࡧ 53 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ΧπΦ αβΤ AND ݕࡧ݅ೖྗ ݕࡧ݅ͷύʔε ݕࡧΫΤϦԽ ΧπΦɹαβΤ
ݕࡧ 54 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ΧπΦ αβΤ AND ݕࡧ݅ೖྗ ݕࡧ݅ͷύʔε ݕࡧΫΤϦԽ ΧπΦɹαβΤ
ݕࡧ 55 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ΧπΦ αβΤ AND ݕࡧ݅ೖྗ ݕࡧ݅ͷύʔε ݕࡧΫΤϦԽ ΧπΦɹαβΤ
ݕࡧ 56 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ΧπΦ αβΤ AND ݕࡧ݅ೖྗ ݕࡧ݅ͷύʔε ݕࡧΫΤϦԽ ΧπΦɹαβΤ
ݕࡧ 57 ΧπΦ αβΤ 1 1 2 ͷ ࢞
ϫΧϝ 2 1 2 1 2 1 ఋ 2 ΧπΦ αβΤ AND ݕࡧ݅ೖྗ ݕࡧ݅ͷύʔε ݕࡧΫΤϦԽ ΧπΦɹαβΤ
୯ޠͷ۠Γํ • ӳޠͷ߹ I am speaking Introduction Elasticsearch.
• ຊޠͷ߹ ࢲೖElasticsearchʹ͍͍ͭͯͯ͠Δɻ 58
୯ޠͷ۠Γํ • ӳޠͷ߹ I am speaking Introduction Elasticsearch.
εϖʔε͕ΕͱΘ͔Δ • ຊޠͷ߹ ࢲೖElasticsearchʹ͍͍ͭͯͯ͠Δɻ Ͳ͜Ͱ۠ΕΑ͍ʁ 59
N-Gramͱܗଶૉղੳ • సஔΠϯσοΫεͷΩʔͷ࡞Γํ ‒ ຊޠ୯ޠͷΕ͕Θ͔Βͳ͍ͷͰɺసஔΠϯσοΫεͷΩʔ ओʹ࣍ͷ̎ͭͷख๏Ͱ࡞ • N-Gram ‒ NจࣈͣͭจষΛ۠Δ
• ܗଶૉղੳ ‒ ࣙॻͳͲΛ༻͍ͯҙຯͷ͋Δ୯ޠͰ۠Δ 60
ܗଶૉղੳ • ϝϦοτɿ ‒ ҙຯͷ͋Δ୯ޠͷΕ ࢺใΛݩʹՃॲཧ͕ՄೳʢޠװมͳͲʣ • σϝϦοτɿ ‒ ৽ޠʢະޠʣʹऑ͍→ࣙॻϕʔεͷ߹ɺࣙॻʹͳ͍୯ޠݕग़ෆ
ೳɻ 61 ΧπΦαβΤͷఋ ΧπΦ ͷ αβΤ ఋ
N-Gram • ϝϦοτɿ ‒ ະޠʹରԠՄೳ • σϝϦοτɿ ‒ ΠϯσοΫεංେԽ ‒
ࢺใʹجͮ͘ॲཧ͕ෆՄೳ 62 ΧπΦαβΤͷఋ Χπ πΦ Φ α αβ βΤ Τͷ ͷఋ
ͦͷଞͷػೳ
elasticsearch ͞·͟·ͳܗࣜͷσʔλͰ GeoݕࡧՄೳ ҢܦɺGeoHashɺ GeoShape… GEO
Ecosystem • Plugins ‒ ϓϥάΠϯʹΑΔػೳͷՃ • ΫϥΠΞϯτϥΠϒϥϦ • Java, Ruby,
python, php, perl, javascript, .NET • Scala, clojure, go 65
Elasticsearch - The Definitive guide http://www.elastic.co/guide/en/ elasticsearch/guide/current/index.html 66 ৄ͘͠Γ͍ͨํ
ղੳͱͯ͠ͷElasticsearch
aggregation
Aggregationͱ • 1.0͔Βಋೖ • FacetΑΓڧྗͳूܭͳͲ͕Մೳ • ֊తͳूܭɺάϧʔϓԽ ಈతͳूܭɺάϧʔϓԽ • େ͖͘2छྨ
• BucketɹυΩϡϝϯτΛ͝ͱʹ݁ՌΛάϧʔϐϯά • Metricɹ υΩϡϝϯτͷ࣋ͭΛूܭ 69
ྫɿݴޠ͓ΑͼҬͷूܭ 70 curl -XGET twitter-2014.08.22/_search -d ' { "aggs": {
"lang": { "terms": {"field": "lang" }, "aggs": { "place": { "terms": { "field": “place.full_name", "size": 10 } } } } } }
ྫɿݴޠ͓ΑͼҬͷूܭ 71 "aggregations": { "lang": { "buckets": [{…}, { "key":
"ja", "doc_count": 980145, "place": { "buckets": [ { "key": "ژࢢ෬ݟ۠, ژ", "doc_count":252 }, { "key": "ઍా۠, ౦ژ", "doc_count": 39 },…
72 KibanaͰՄࢹԽ
Kibana 5 • ElasticsearchͷσʔλΛՄࢹԽ • Node.js server & JavaScript •
Apache License 2.0 • Elastic Stackͷ૭ͷׂ • ༷ʑͳGUIΛPluginͱ͍ͯެ։ • MarvelɺSenseɺTimelionͳͲ 73
Kibana 5 74
Combining Search and Analytics 75
σϞ for Kibana5 Access Log 76
ຊ֨తʹղੳΛߦ͏ʹʁ
ϝτϦΫεɾϩάͷੳʢେنɺଟ༷ੑʣ 78 σʔλ Import Parse/ Store/Search Visualize
None
80 Logstash
Logstash in 10 seconds • ϩάɾσʔλͷऩूɾཧ • ऩूɺύʔεɾՃɺૹग़ • ΦʔϓϯιʔεɿApache
License 2.0 • Ruby app (JRuby) 81
Logstash architecture 82 Input Output Filter ? ? collect and
split alter and enrich store and visualize
ઃఆ 83 input { … } filter { … }
output { … }
ઃఆɿinput 84 input { file { path => “/Users/johtani/sample/*_log" start_position
=> "beginning" } }
1ߦ1σʔλ 189.120.xx.xx - - [02/Dec/2014:12:18:29 +0900] "GET /manager/html HTTP/ 1.1"
404 274 "-" "Mozilla/5.0 (Windows NT 5.1; rv:5.0) Gecko/20100101 Firefox/5.0" 85
ઃఆɿfilter 86 filter { grok { match => { "message"
=> "%{COMBINEDAPACHELOG}" } break_on_match => false } date { match => ["timestamp", "dd/MMM/YYYY:HH:mm:ss Z"] locale => en } geoip { source => ["clientip"] } useragent { source => "agent" target => "useragent" } }
ύʔε 87 189.120.xx.xx - - [02/Dec/2014:12:18:29 +0900] "GET /manager/html HTTP/1.1"
404 274 "-" "Mozilla/5.0 (Windows NT 5.1; rv:5.0) Gecko/20100101 Firefox/5.0" {… "@timestamp": "2015-04-10T09:07:49.325Z", "clientip": "189.120.xx.xx", "ident": "-", "auth": "-", "timestamp": "02/Dec/2014:12:18:29 +0900", "verb": "GET", "request": "/manager/html", … "agent": "\"Mozilla/5.0 (Windows NT 5.1; rv:5.0) Gecko/
ઃఆɿfilter 88 filter { grok { match => { "message"
=> "%{COMBINEDAPACHELOG}" } break_on_match => false } date { match => ["timestamp", "dd/MMM/YYYY:HH:mm:ss Z"] locale => en } geoip { source => ["clientip"] } useragent { source => "agent" target => "useragent" } }
ͷύʔε 89 {… "@timestamp": "2015-04-10T09:07:49.325Z", … "timestamp": "02/Dec/2014:12:18:29 +0900", …
} {… "@timestamp": "2014-12-02T03:18:29.000Z", … "timestamp": "02/Dec/2014:12:18:29 +0900", … }
ઃఆɿfilter 90 filter { grok { match => { "message"
=> "%{COMBINEDAPACHELOG}" } break_on_match => false } date { match => ["timestamp", "dd/MMM/YYYY:HH:mm:ss Z"] locale => en } geoip { source => ["clientip"] } useragent { source => "agent" target => "useragent" } }
IP͔ΒҢܦͳͲ༩ 91 "clientip": "189.120.xx.xx", "clientip": "189.120.xx.xx", "geoip": { "ip": “189.120.xxx.xxx”,
… "country_name": "Brazil", "continent_code": "SA", "region_name": "27", "city_name": "São Paulo", "latitude":
ઃఆɿfilter 92 filter { grok { match => { "message"
=> "%{COMBINEDAPACHELOG}" } break_on_match => false } date { match => ["timestamp", "dd/MMM/YYYY:HH:mm:ss Z"] locale => en } geoip { source => ["clientip"] } useragent { source => "agent" target => "useragent" } }
ϢʔβΤʔδΣϯτͷύʔε 93 "agent": "\"Mozilla/5.0 (Windows NT 5.1; rv: 5.0) Gecko/20100101
Firefox/5.0\"" "agent": "\"Mozilla/5.0 (Windows NT 5.1; rv: 5.0) Gecko/20100101 Firefox/5.0\"" "useragent": { "name": "Firefox", "os": "Windows XP", "os_name": "Windows XP", "device": "Other", "major": "5", "minor": "0"
ઃఆɿoutput 94 output { elasticsearch { hosts => ["localhost"] index
=> “demo_access_log-%{+YYYY.MM.dd}” } }
͞Βʹ׆༻͢Δʹʁ
elasticsearch-hadoop 96 - • D E H • PD ecd
ER • g D • CH • Ca M DMS D FERC
97 X-Pack ؆୯ʹΠϯετʔϧ Elastic StackΛ֦ு αϒεΫϦϓγϣϯʹؚ·ΕΔ Security Alerting Monitoring Reporting
Graph Machine Learning
Security
X-Pack : Securityͷಛ • User Authentication ‒ LDAP/Active Directory/ϑΝΠϧϕʔε •
Authorization ‒ ϩʔϧϕʔεͷΞΫηείϯτϩʔϧ ‒ ΠϯσοΫε͝ͱɺΞΫγϣϯ͝ͱͷઃఆ͕Մೳ ‒ υΩϡϝϯτɾϑΟʔϧυ͝ͱͷઃఆՄೳʹ • ηΩϡΞͳ௨৴ ‒ ElasticsearchϊʔυؒͷSSL/TLSɺIPϑΟϧλϦϯά • ࠪϩά 99
ΨΠυͳͲ • ϓϩμΫτϖʔδ ‒ https://www.elastic.co/jp/products/x-pack/security • ΨΠυ ‒ https://www.elastic.co/guide/en/x-pack/current/xpack-security.html 100
Alerting
X-Pack : Alertingͷಛ • ΫΤϦʹΑΔWatch ‒ ElasticsearchͷΫΤϦΛར༻ͯ͠σʔλͷࢹ • ݅ͷઃఆ ‒
ΞΫγϣϯΛ࣮ߦ͢Δ͔Ͳ͏͔ͷઃఆ • εέδϡʔϧ ‒ ΫΤϦΛ࣮ߦ͠ɺ݅ΛνΣοΫ͢Δසͷࢦఆ • ΞΫγϣϯͷఆٛ ‒ ϝʔϧͷૹ৴ɺଞγεςϜͷσʔλૹ৴ͳͲͷಈ࡞Λઃఆ • ཤྺͷอଘ 102
ΨΠυͳͲ • ϓϩμΫτϖʔδ ‒ https://www.elastic.co/jp/products/x-pack/alerting • ΨΠυ ‒ https://www.elastic.co/guide/en/x-pack/current/xpack-alerting.html
103
Graph
Graphͷಛ • σʔλؒͷͭͳ͕ΓΛ୳ࡧ͢ΔϓϥάΠϯ • KibanaϓϥάΠϯʹΑΓGUIΛར༻ͯ͠୳ࡧՄೳ 105
ΨΠυͳͲ • ϓϩμΫτϖʔδ ‒ https://www.elastic.co/jp/products/x-pack/graph • ΨΠυ ‒ https://www.elastic.co/guide/en/x-pack/current/xpack-graph.html
106
107 Elastic Cloud Elasticsearch, Kibanaͷ ϚωʔδυαʔϏε X-Packͷػೳར༻Մೳ Available in AWS
today
108
109 Elastic Cloud Enterprise ෳͷElastic StackڥΛࣗࡏʹ࡞ Logging as a serviceΛࣗ৫ʹల։
Public beta; Expected GA Q1 2017
ࢀߟจݙ • Elasticsearch - The Definitive guide ‒ http://www.elastic.co/guide/en/elasticsearch/guide/current/index.html •
ॻ੶ʢຊޠʣ ‒ ElasticSearchServerຊޠ൛ αʔό/ΠϯϑϥΤϯδχΞ ɹཆಡຊɹϩάऩू 110
ࢀߟαΠτ • Ϣʔεέʔε • https://www.elastic.co/use-cases • DiscussʢWebϑΥʔϥϜʣ • https://discuss.elastic.co •
Elastic{ON}ͷϏσΦͱࢿྉ • https://www.elastic.co/elasticon/videos • αϙʔτϝχϡʔ • https://www.elastic.co/subscriptions 111
Thanks for listening! Q & A We’re hiring! https://www.elastic.co/about/careers/ We’re
helping! https://www.elastic.co/subscriptions http://training.elastic.co