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
790
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
930
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
2.1k
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
560
Other Decks in Technology
See All in Technology
LeSSに潜む「隠れWF病」とその処方箋
lycorptech_jp
PRO
2
120
AWS CodePipelineでコンテナアプリをデプロイした際に、古いイメージを自動で削除する
smt7174
1
100
チームを主語にしてみる / Making "Team" the Subject
ar_tama
4
310
小規模に始めるデータメッシュとデータガバナンスの実践
kimujun
3
590
Amazon FSx for NetApp ONTAPを利用するにあたっての要件整理と設計のポイント
non97
1
160
分布で見る効果検証入門 / ai-distributional-effect
cyberagentdevelopers
PRO
4
700
サイバーエージェントにおける生成AIのリスキリング施策の取り組み / cyber-ai-reskilling
cyberagentdevelopers
PRO
2
200
コンテンツを支える 若手ゲームクリエイターの アートディレクションの事例紹介 / cagamefi-game
cyberagentdevelopers
PRO
1
130
生成AIとAWS CDKで実現! 自社ブログレビューの効率化
ymae
2
330
ABEMA のコンテンツ制作を最適化!生成 AI x クラウド映像編集システム / abema-ai-editor
cyberagentdevelopers
PRO
1
180
Fargateを使った研修の話
takesection
0
120
使えそうで使われないCloudHSM
maikamibayashi
0
170
Featured
See All Featured
Statistics for Hackers
jakevdp
796
220k
VelocityConf: Rendering Performance Case Studies
addyosmani
325
24k
Speed Design
sergeychernyshev
24
570
GraphQLとの向き合い方2022年版
quramy
43
13k
Rebuilding a faster, lazier Slack
samanthasiow
79
8.6k
Designing the Hi-DPI Web
ddemaree
280
34k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
27
1.9k
Making Projects Easy
brettharned
115
5.9k
Designing for humans not robots
tammielis
249
25k
The MySQL Ecosystem @ GitHub 2015
samlambert
250
12k
What’s in a name? Adding method to the madness
productmarketing
PRO
22
3.1k
The Illustrated Children's Guide to Kubernetes
chrisshort
48
48k
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