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
クックパッドのログをいい感じにしているアーキテクチャ / Logging architectu...
Search
Hokuto Hoshi
July 26, 2017
Technology
23
15k
クックパッドのログをいい感じにしているアーキテクチャ / Logging architecture at Cookpad
Cookpad Tech Kitchen #9
https://cookpad.connpass.com/event/60831/
Hokuto Hoshi
July 26, 2017
Tweet
Share
More Decks by Hokuto Hoshi
See All by Hokuto Hoshi
開発も運用もビジネス部門も! クラウドで実現する「つらくない」統制とセキュリティ / Effortless Governance and Security Enabled by the Cloud
kanny
5
4k
転生CISOサバイバル・ガイド / CISO Career Transition Survival Guide
kanny
4
2.3k
Connecting organisation with Technology
kanny
0
300
Why Slack - 5 years of Cookpad with Slack
kanny
0
140
Security by builders - セキュリティ監視をクラウドで「つくる」 / Security by builders
kanny
7
2.7k
セキュリティ担当者から見た re:Invent と AWS Security Hub / Impression of re:Invent and AWS Security Hub
kanny
2
4.3k
自由でセキュアな環境のつくりかた / Building free and secure cloud environment
kanny
1
5.1k
事例でわかる、AWS 運用を支える サポート活用方法と エンタープライズサポートという選択 / AWS Enterprise Support and Cookpad
kanny
2
2.5k
AWS で加速する機械学習 / Accelerate Machine Learning with AWS
kanny
1
1.1k
Other Decks in Technology
See All in Technology
生成AIで「お客様の声」を ストーリーに変える 新潮流「Generative ETL」
ishikawa_satoru
1
110
DEFCON CHV CTF 2025 Write-up
bata_24
0
180
"複雑なデータ処理 × 静的サイト" を両立させる、楽をするRails運用 / A low-effort Rails workflow that combines “Complex Data Processing × Static Sites”
hogelog
3
1.2k
Why React!?? Next.jsそしてReactを改めてイチから選ぶ
ypresto
7
2.9k
stupid jj tricks
indirect
0
7k
データエンジニアがこの先生きのこるには...?
10xinc
0
360
そのグラフに「魂」は宿っているか? ~生成AI全盛期におけるデータ可視化手法とライブラリ比較~
negi111111
2
780
Beyond Multiprocessing: A Real-World ML Workload Speedup with Python 3.13+ Free-Threading
kitsuya0828
0
310
[2025-09-30] Databricks Genie を利用した分析基盤とデータモデリングの IVRy の現在地
wxyzzz
0
360
GC25 Recap+: Advancing Go Garbage Collection with Green Tea
logica0419
1
240
C# 14 / .NET 10 の新機能 (RC 1 時点)
nenonaninu
1
930
北海道の人に知ってもらいたいGISスポット / gis-spot-in-hokkaido-2025
sakaik
0
180
Featured
See All Featured
A Tale of Four Properties
chriscoyier
160
23k
Fireside Chat
paigeccino
40
3.6k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
950
Fashionably flexible responsive web design (full day workshop)
malarkey
407
66k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
49
3.1k
Testing 201, or: Great Expectations
jmmastey
45
7.7k
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
52
5.6k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
17k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
667
120k
For a Future-Friendly Web
brad_frost
180
9.9k
Automating Front-end Workflow
addyosmani
1371
200k
Code Review Best Practice
trishagee
72
19k
Transcript
ΫοΫύουͷϩάΛ ͍͍ײ͡ʹ͍ͯ͠Δ ΞʔΩςΫνϟ 2017/07/26 Cookpad Tech Kitchen #9 Hokuto Hoshi
[email protected]
ే (΄͠ ΄͘ͱ) / @kani_b • ΫοΫύουגࣜձࣾ ΠϯϑϥετϥΫνϟʔ෦ •
SRE • AWS ͱηΩϡϦςΟ͕ϝΠϯྖҬ • ࣾ֎ͷใηΩϡϦςΟશൠ୲
ࠓͷςʔϚ: ϩά
https://speakerdeck.com/kanny/miao-jian-shu-mo-falseroguwoiigan-zinisuruakitekutiya
ͳͥɺਓϩάΛूΊΔͷ͔
“ى͖ͨ͜ͱ” ϩά͚͕ͩࣔ͢ • αʔϏεվળͷͨΊʹඞཁෆՄܽ • Ծઆͷݕূ • ύϑΥʔϚϯεվળ • γεςϜτϥϒϧͷղফ
• etc…
ऩू͍ͯ͠Δϩά • PV ϩά • ϖʔδӾཡ͝ͱʹه͞ΕΔ • ӾཡɺݕࡧಈͷੳͳͲ • ࠂܥϩά
• ΠϯϓϨογϣϯɺΫϦοΫɺ ίϯόʔδϣϯ • ৴੍ޚޮՌଌఆʹ • ΞΫςΟϏςΟϩά • Ϣʔβߦಈ (ը໘ભҠͳͲ) • ੳɺࢪࡦݕূɺ ϞόΠϧΞϓϦͷಈ࡞ϩά • ࠪϩά • Ϣʔβσʔλͷ࡞ɾߋ৽ɾ আɺϩάΠϯϩάͳͲ • αϙʔτɺηΩϡϦςΟࠪ
ऩू͍ͯ͠Δϩά • KPI ༻ϩά • “ग़དྷࣄ” Λه͢Δϩά • UU, DU
ͳͲࣗಈܭࢉɺ KPI ཧ༻ • γεςϜϩά • OSɺϛυϧΣΞͷϩά • γεςϜཧ༻ • etc…
ݱࡏͷن • Fluentd ʹྲྀΕ͍ͯΔϩά (֓ࢉ) • σʔλ૯ྔ: 400~600GB /
• Ϩίʔυ: 8ԯϨίʔυҎ্ / • ඵؒ8,000 ~ 25,000 Ϩίʔυ͘Β͍ ※ࡢͷൃද͔࣌ΒϨίʔυͷݮΛ͍ͯ͠·͢
ཁ͍Ζ͍Ζͳϩά͕ ͍ͬͺ͍͋Δ
ϩάʹٻΊΔཁ݅ • ࣮֬ʹૹ͞ΕΔ͜ͱ • Ͱ͖Δ͚ͩԆ͕গͳ͍͜ͱ • ྔΛݮΒ͢ (αϯϓϦϯά) ඞཁ͕ͳ͍͜ͱ •
ੳ͍͢͠ܗͰอ࣋Ͱ͖Δ͜ͱ
ϩάͷҰੜ • ͋ͭΊͯ • ॲཧͯ͠ • ͔ͭ͏ ͜ͷΜͷΛ͠·͢
ΫοΫύουͷ ϩάऩू (αʔϏεͰར༻͍ͯ͠Δͷ)
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS
-PH "HHSFHBUPS ,JOFTJT 4USFBNT "QQ4FSWFST 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI
4FSWFS 3FETIJGU $MVTUFS "QQ4FSWFST "QQ4FSWFST "UIFOB &MBTUJDTFBSDI ߏ
ΞϓϦέʔγϣϯαʔό͔Β • ΈΜͳେ͖ fluentd • ਖ਼֬ʹ td-agent • Ͱ͖ΔݶΓసૹઌগͳ͘ •
ूϊʔυ or Kinesis Streams
td-agent ूϊʔυ • ॾࣄʹΑΓ·ͩ 0.12 • શϩά͕ूத͢ΔͨΊߴෛՙ • multiprocess plugin
Ͱ͏·͍͜ͱ͍ͬͯΔ
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS
Redshift • ࣾͷσʔλੳͷத৺ (DWH) • ϩά͚ͩͰͳࣾ͘ͷશ DB ͷσʔλΛ औΓࠐΜͰ͓Γ౷߹ੳ͕Մೳ •
શࣾһ͕ར༻͢Δ (Tableau Redash) • S3 ͷϩάσʔλΛόονδϣϒͰऔΓࠐΈ • ϩʔυִؒΊ
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS
Lambda + DynamoDB • ετϦʔϜूܭʹར༻ (ओʹࠂ) • Redshift ͷΠϯϙʔτִؒΛ͑Δ༻్ •
Kinesis Streams Ͱड͚ Lambda Ͱूɺ DynamoDB ʹॻ͘ • ྲྀྔ͕େ͖͍ͨΊूϊʔυΛΘͳ͍ • ϩάͦͷͷ S3 ʹॏෳૹ৴ • ظతͳੳ Redshift Ͱߦ͏
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS
Elasticsearch • ूܭμογϡϘʔυʹར༻ • αʔϏεʹར༻͞Εͳ͍ • ߴ͍ྲྀྔͷϩάʹΘͳ͍ or αϯϓϦϯά •
Amazon Elasticsearch Service Λར༻
ͦͷଞ • getsentry/sentry • Τϥʔϩάऩूπʔϧ • Rails ΞϓϦέʔγϣϯͷΤϥʔΛૹ৴ • Slack
• Ϣʔβ͔Βͷ͝ҙݟͳͲΛૹ৴
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS
Athena • ݕূத • Redshift ͷϩʔυִؒΛͯͳ͍͕ SQL Ͱੳ͍ͨ͠έʔε ʹ͏ఆ •
Redshift Spectrum ͱ߹Θͤͯߟ͑த
-PH "HHSFHBUPS ,JOFTJT 4USFBNT "QQ4FSWFST 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI
4FSWFS 3FETIJGU $MVTUFS "QQ4FSWFST "QQ4FSWFST "UIFOB &MBTUJDTFBSDI ߏ
શମ૾ • σʔλετΞπʔϧʹΑΓಘҙෆಘҙ͕͋Δ • ΞϓϦ͔Β৮Δͱྑ͍ͷɺ ਓ͕ؒੳ͍͢͠ͷ (SQL Ͱ৮ΕΔͳͲ) • සൟͳॻ͖ࠐΈ͕ଟ͍ͷɺͦ͏Ͱͳ͍ͷ
• αʔϏεϨϕϧڐ༰Ͱ͖ΔԆɺ༻్ͰબͿ
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS
,JOFTJT 4USFBNT 4 -BNCEB GVODUJPO %ZOBNP%# #BUDI 4FSWFS 3FETIJGU $MVTUFS
"UIFOB &MBTUJDTFBSDI ߏ "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST -PH "HHSFHBUPS Ͱ͖Δ͚͍ͩԆͰ ΞϓϦ͔Βͷར༻ϝΠϯ ͋ΔఔͷԆڐ༰Ͱ͖Δ ΞϓϦ͔Βਓؒར༻ αʔϏεӡ༻্ ΫϦςΟΧϧͰͳ͍ϩάʹར༻
ΫοΫύουͷ ϩάऩू (ͦͷଞ)
ΞϓϦέʔγϣϯͷಈ࡞ϩά • td-agent Ͱऩू • CloudWatch Logs ʹૹ৴ • fluent-plugin-cloudwatch-logs
• Docker Խ͞Ε͍ͯΔΞϓϦඪ४උ • Τϥʔϩά Sentry ʹૹ৴
γεςϜϩά • ݱࡏ2ͭΛฒߦՔಈ • rsyslog • ;ͭ͏ͷϩάαʔό • td-agent Ͱऩूͯ͠
Kinesis Streams -> Lambda Ͱ Graylog • 2.3 ͔Β Elasticsearch Service ͕͑ΔΑ͏ʹ
·ͱΊ • ΫοΫύουͷϩάऩूج൫ʹ͍ͭͯ ͓͠·ͨ͠ • த৺ʹͳ͍ͬͯΔͷ S3 ͱ Redshift •
αʔϏεϨϕϧɺԆɺ༻్ʹΑͬͯ దͳͷΛબ͍ͯ͘͠