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
Scala and Akka apps on Kubernetes in ChatWork
Search
hayasshi
September 09, 2017
Technology
0
2.5k
Scala and Akka apps on Kubernetes in ChatWork
2017-09-09 Scala関西Summit 2017
hayasshi
September 09, 2017
Tweet
Share
More Decks by hayasshi
See All by hayasshi
Chatwork で Akka をどうつかっているのか なぜつかっているのか / Why Akka, How Akka in Chatwork
hayasshi
1
530
とある会社のビルドデプロイ / A certain company's application building
hayasshi
0
340
Scala / refined で`型く`表明プログラミング / Programing with type level assertion
hayasshi
2
870
Akka Typed - 型安全にメッセージパッシングする! / Akka Typed - typesafe messaging
hayasshi
6
2.6k
AWS Dev Day Challenge (2018-11-02) - ChatWork Suita
hayasshi
2
600
Other Decks in Technology
See All in Technology
AIと共に乗り越える、 入社後2ヶ月の苦労と学習の軌跡
sai_kaneko
0
190
意思決定を支える検索体験を目指してやってきたこと
hinatades
PRO
0
390
Winning at PHP in Production in 2025
beberlei
1
270
生成AIによるCloud Native基盤構築の可能性と実践的ガードレールの敷設について
nwiizo
7
1.4k
時間がないなら、つくればいい 〜数十人規模のチームが自律性を発揮するために試しているいくつかのこと〜
kakehashi
PRO
8
590
コスト最適重視でAurora PostgreSQLのログ分析基盤を作ってみた #jawsug_tokyo
non97
1
860
C++26アップデート 2025-03
faithandbrave
0
1.2k
Twelve-Factor-Appから学ぶECS設計プラクティス/ECS practice for Twelve-Factor-App
ozawa
3
160
AI駆動で進化する開発プロセス ~クラスメソッドでの実践と成功事例~ / aidd-in-classmethod
tomoki10
1
820
AI-in-the-Enterprise|OpenAIが公開した「AI導入7つの教訓」——ChatGPTで変わる企業の未来とは?
customercloud
PRO
0
130
Dataverseの検索列について
miyakemito
1
170
MCPが変えるAIとの協働
knishioka
1
130
Featured
See All Featured
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
14
1.4k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.3k
StorybookのUI Testing Handbookを読んだ
zakiyama
30
5.7k
Embracing the Ebb and Flow
colly
85
4.7k
Making Projects Easy
brettharned
116
6.2k
Speed Design
sergeychernyshev
29
920
Producing Creativity
orderedlist
PRO
344
40k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
30
2.3k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
31
1.2k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
507
140k
Become a Pro
speakerdeck
PRO
28
5.3k
YesSQL, Process and Tooling at Scale
rocio
172
14k
Transcript
Scala and Akka app on Kubernetes In ChatWork ScalaؔSummit 2017
2017/09/09
ࣗݾհ 2017/09/09 © ChatWork All rights reserved. 2 • ྛɹେհ
Twitter: @hayasshi_ GitHub: hayasshi • ChatWorkגࣜձࣾ αʔόʔαΠυΤϯδχΞ ScalaϓϩμΫτ୲ • Scalaྺ4͘Β͍ 2013Ґ͔Β৮Γ࢝ΊΔ ۀͰΨοπϦ2015͔Β
νϟοτϫʔΫʹ͍ͭͯ © ChatWork All rights reserved. 3 2017/09/09 • ϏδωενϟοταʔϏε
άϧʔϓνϟοτɾλεΫཧɾϑΝΠϧڞ༗ɾϏσΦ௨ • ಋೖࣾ 147,000ࣾҎ্ • ྦྷܭϝοηʔδ 20ԯ Ҏ্ (20178݄࣌)
'BMDPOʹ͍ͭͯ © ChatWork All rights reserved. 4 2017/09/09 • ScalaMatsuri
2017 ChatWorkͷScala࠾༻ϓϩμΫτ “Falcon” ϦϦʔε·Ͱͷࣦഊͱޭͷྺ࢙ https://speakerdeck.com/j5ik2o/history-of-falcon-the-way-to-production-release • AWS Dev Day Tokyo 2017 ChatWorkͷ৽ϝοηʔδϯάγεςϜΛࢧ͑Δٕज़ https://speakerdeck.com/j5ik2o/chatworkfalsexin-metusezingusisutemuwozhi-eruji-shu • DataWorks Summit https://dataworkssummit.com/san-jose-2017/sessions/worldwide-scalable-and- resilient-messaging-services-by-cqrs-and-event-sourcing-using-akka-kafka-streams- and-hbase/ • Kafka Summit https://kafka-summit.org/sessions/worldwide-scalable-resilient-messaging-services- kafka-kafka-streams/
ࠓ͓ͳ͢͠Δ͜ͱ © ChatWork All rights reserved. 5 2017/09/09 • ChatWorkͰͷKubernetesͷར༻ʹ͍ͭͯ
ͳͥKubernetesΛಋೖͨ͠ͷ͔ ͲͷΑ͏ʹScalaΞϓϦΛϏϧυͯ͠σϓϩΠ͍ͯ͠Δ͔ ͲͷΑ͏ͳϝϦοτ͕͔͋ͬͨ • ChatWorkͰͷΞϓϦέʔγϣϯϝτϦΫε ͳͥϝτϦΫεΛͱ͍ͬͯΔͷ͔ ͲͷΑ͏ʹScalaΞϓϦͷϝτϦΫεΛͱ͍ͬͯΔͷ͔ ͲͷΑ͏ͳϝτϦΫεΛͱ͍ͬͯΔͷ͔
,VCFSOFUFT © ChatWork All rights reserved. 6 2017/09/09
,VCFSOFUFTͱ © ChatWork All rights reserved. 7 2017/09/09 • ίϯςφΦʔέετϨʔγϣϯπʔϧ
࣮ߦڥͰ͋Δϗετ܈Λ·ͱΊ(ΫϥελԽ) ίϯςφͷӡ༻ཧΛߦͬͯ͘ΕΔ
,VCFSOFUFTͱ © ChatWork All rights reserved. 8 2017/09/09 • ΞϓϦέʔγϣϯ”Pod”ͱ͍ΘΕΔ୯ҐͰཧ͞ΕΔ
͍͔ͭ͘ͷΞϓϦͱϘϦϡʔϜΛ·ͱΊΔ • “Deployment”ͱ͍͏ΈͰɺಉҰछྨͷ”Pod”ͷඋల ։ͷίϯτϩʔϧԽΛཧͰ͖Δ →ϫϯίϚϯυͰεέʔϧͰ͖ͯศར
ͳͥ,VCFSOFUFTΛಋೖͨ͠ͷ͔ © ChatWork All rights reserved. 9 2017/09/09 • Πϯϑϥ໘ͷ՝
ڥߏஙσϓϩΠʹ͓͚ΔΠϯϑϥνʔϜͷίετ͕ߴ͍ ͕ଟ͘ɺεϐʔσΟʔʹରԠ͕Ͱ͖ͳ͍ঢ়ଶͩͬͨ • ͜ΕΒΛղܾ͢ΔͨΊΞϓϦέʔγϣϯ։ൃऀ͕ΞϓϦͷӡ༻ߦ͍͘͢͢Δ DevOpsͷਪਐ ಋೖલ ಋೖޙ ڥߏங ΠϯϑϥνʔϜ ΠϯϑϥʴΞϓϦ ϦϦʔεɾσϓϩΠ ΠϯϑϥνʔϜ ΞϓϦνʔϜ Πϯϑϥӡ༻ ΠϯϑϥνʔϜ ΠϯϑϥνʔϜ ΞϥʔτରԠ ΠϯϑϥνʔϜ ΠϯϑϥʴΞϓϦ
σϓϩΠΠϝʔδ © ChatWork All rights reserved. 10 2017/09/09 • ίϯςφΠϝʔδͷ࡞
sbt-native-packager • ConcourseCIͰҰ࿈ͷλεΫΛύΠϓϥΠϯԽ • ΞϓϦέʔγϣϯ։ൃऀσϓϩΠͷఆٛΛ࡞͠ύΠϓϥΠϯʹઃఆ͢Δ͚ͩ
,VCFSOFUFTಋೖʹΑΔϝϦοτ © ChatWork All rights reserved. 11 2017/09/09 • ΞϓϦέʔγϣϯ։ൃऀ͕ࣗͨͪͰ
ΞϓϦέʔγϣϯͷӡ༻ཧΛߦ͑ΔΑ͏ʹͳͬͨ • DevOpsͷਪਐʹΑΓগͣͭ͠จԽ͕Ͱ͖͖ͯͨ • ΞϓϦέʔγϣϯͷΦϖϨʔγϣϯ ಛʹσϓϩΠεέʔϧΠϯɾΞτ͕ඇৗʹָʹͳͬͨ • KubernetesͷπʔϧͰίϚϯυΛྲྀ͚ͩ͢
ΞϓϦέʔγϣϯϝτϦΫε © ChatWork All rights reserved. 12 2017/09/09
ͳͥϝτϦΫεΛऔΔඞཁ͕͋Δͷ͔ © ChatWork All rights reserved. 13 2017/09/09 • ChatWorkͰେ͖͘3ͭͷతͰऔಘ
• ҟৗݕ • ো࣌ͷݪҼௐࠪ • ΞϓϦέʔγϣϯͷνϡʔχϯά
ͳͥϝτϦΫεΛऔΔඞཁ͕͋Δͷ͔ © ChatWork All rights reserved. 14 2017/09/09 • ChatWorkͰେ͖͘3ͭͷతͰऔಘ
• ҟৗݕ • ো࣌ͷݪҼௐࠪ • ΞϓϦέʔγϣϯͷνϡʔχϯά ֎͔Βݟͯ ҙຯͷ͋ΔϝτϦΫε ෦ͷϝτϦΫε
ͲͷΑ͏ʹϝτϦΫεΛऔ͍ͬͯΔ͔ © ChatWork All rights reserved. 15 2017/09/09 • Kamon
ΞϓϦ෦ͷϝτϦΫεऩू • Datadog ϞχλϦϯάαʔϏε • PagerDuty Ξϥʔτ௨
ΞϓϦέʔγϣϯͷ֎͔Βݟͯҙຯͷ͋ΔϝτϦΫε © ChatWork All rights reserved. 16 2017/09/09 • ॲཧ࣌ؒ
• ୯Ґ࣌ؒ͋ͨΓͷॲཧྔ(εϧʔϓοτ) • ΤϥʔϨʔτ • ͖͍͠Λઃ͚ɺͦΕΛ͑ͨ࣌ʹΞϥʔτ͢Δ͜ͱͰɺ ҟৗΛૉૣ͘ݕ͢Δ͜ͱ͕Ͱ͖Δ • جຊతʹΧελϜϝτϦΫεͱͯ͠ɺܭଌ༻ͷϩδοΫΛ ෦ʹࠐΉඞཁ͕͋Δ
• ҟৗ࣌ͷεϧʔϓοτ • ҟৗ࣌ͷॲཧ࣌ؒ © ChatWork All rights reserved. 17
2017/09/09 ΞϓϦέʔγϣϯͷ֎͔Βݟͯҙຯͷ͋ΔϝτϦΫε
• ҰൠతͳઃఆΛ͍ͯ͠Δ • Nؒͷฏۉॲཧ͕࣌ؒ˓˓msΛ͍͑ͯͨ߹ • Nؒͣͬͱ࠷େॲཧ͕࣌ؒ˓˓msΛ͍͑ͯͨ߹ • NؒͷΤϥʔϨʔτ(Τϥʔ / ॲཧ)͕̋%Λ͑
ͨ߹ • ͜ΕҎ֎ʹϝοηʔδΩϡʔʹ͋Δॲཧ͞Ε͍ͯͳ͍ϝο ηʔδͳͲʹ͖͍͠Λ͚ͭͨΓ͍ͯ͠Δ ϝτϦΫεΛ༻͍ͨݕͷ͖͍͠ © ChatWork All rights reserved. 18 2017/09/09
ΞϓϦέʔγϣϯ෦ͷϝτϦΫε 4DBMB © ChatWork All rights reserved. 19 2017/09/09 •
جຊతͳͷ͕த৺ • CPU༻ • ώʔϓ༻ྔ • GCλΠϜɾGCΧϯτɹͳͲ • ಛʹScala໋ΦϒδΣΫτ͕ଟ͘ͳΓ͍͢ͷͰɺ͔ͬ͠ΓGC Ͱճऩ͞Ε͍ͯΔ͔֬ೝ͢Δ • ্هʹϓϥεͯ͠ɺΞϓϦέʔγϣϯͷಛੑʹΑͬͯɺ ݟΔ͖ϝτϦΫεΛݕ౼͢Δ
ΞϓϦέʔγϣϯ෦ͷϝτϦΫε © ChatWork All rights reserved. 20 2017/09/09 • ͳΜ͔࠷ॳྑͦ͞͏͚ͩͲ
• ؾ͕͍ͭͨΒ༨༟͕ͳ͘ͳ͍ͬͯͨ • খ͞ͳϝϞϦϦʔΫ͕͋ΓظؒՔಇͰṧഭ →JVMͷΫϥεɾώετάϥϜΛग़ྗͯ͠ൃ֮ →ϞχλϦϯάେ͕ͩैདྷͷJVMཧπʔϧͰͷ֬ೝॏཁ
ΞϓϦέʔγϣϯ෦ͷϝτϦΫε "LLB © ChatWork All rights reserved. 21 2017/09/09 •
Akkaجຊతʹฒߦॲཧ • AkkaͷฒߦॲཧΛ͑͞͞ΔΈͰ͋ΔDispatcher·ΘΓͷ ϝτϦΫεΛ͓͑͞Δ • εϨουϓʔϧ →ϓʔϧͷશͯͷεϨου͕ৗʹΞΫςΟϒʹͳͬͯ ͍ͳ͍͔ • ϝʔϧϘοΫε →ಛఆͷDispatcherͷϝʔϧϘοΫεʹϝʔϧ͕ཹ͠ ͍ͯͳ͍͔
ΞϓϦέʔγϣϯ෦ͷϝτϦΫε "LLB © ChatWork All rights reserved. 22 2017/09/09 •
Kamon͕ऩूͯ͘͠ΕΔ • εϨουΛ͍Δঢ়ଶ͕ଓ͍ͨΓɺActorͷϝʔϧϘοΫεʹϝοηʔδ͕ཹ ͢Δ͜ͱ͕ଟ͘ͳΔͱɺνϡʔχϯάͷαΠϯ • blocking-ioΛߦ͏ॲཧܭࢉͷଟ͍ॲཧͷDispatcherΛผʹ͢ΔͳͲ
·ͱΊ © ChatWork All rights reserved. 23 2017/09/09 • KubernetesΛಋೖͨ͜͠ͱͰ
• DevOpsͷจԽ͕গͣͭ͠Ͱ͖͖ͯͨ • ΞϓϦέʔγϣϯͷӡ༻ཧָ͕ʹͳͬͨ • ϝτϦΫε • తʹΑͬͯऔಘ͢ΔϝτϦΫεΛݟۃΊΔ • ऩूπʔϧͱΫϥυϞχλϦϯάαʔϏεͰ ӡ༻ཧΞϓϦνϡʔχϯάָ͕ʹͳͬͨ
8FBSF)JSJOH © ChatWork All rights reserved. 24 2017/09/09 ҰॹʹνϟοτϫʔΫΛྑ͍͖͍ͯͨ͘͠ΤϯδχΞืूʂ IUUQDPSQDIBUXPSLDPNKBSFDSVJUFOHJOFFS
͓͠·͍ © ChatWork All rights reserved. 25 2017/09/09