Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
コンテナのメトリクスと モニタリングパターン / 190320-sakura-event
Search
Sponsored
·
Ship Features Fearlessly
Turn features on and off without deploys. Used by thousands of Ruby developers.
→
Hayato Imai
March 20, 2019
Technology
1.8k
6
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
コンテナのメトリクスと モニタリングパターン / 190320-sakura-event
Hayato Imai
March 20, 2019
More Decks by Hayato Imai
See All by Hayato Imai
Kubernetes撤退、 その後のはてなの取り組み / kubernetes meetup tokyo number 52
hayajo
9
7.5k
Mackerelにおける Cloud Nativeへの取り組みと チームへ与えた変化 / CloudNative Days Tokyo 2020
hayajo
2
1.6k
MackerelにおけるKubernetes利用の取組みとこれから / Kubernetes Meetup Tokyo #22
hayajo
20
10k
Mackerelチームのコンテナ開発における戦略とこれから / 190722-cndt2019
hayajo
1
1.9k
AWSコンテナサービス入門 / nds60-jaws-ug
hayajo
0
3.1k
Mackerelコンテナエージェントによる コンテナ監視について / Mackerel Meetup #13 Tokyo
hayajo
1
10k
Docker for Mac/Windows ではじめる Kubernetes / NDS55 Docker with Kubernetes
hayajo
16
16k
Terrafromで構築するマルチクラウドプラットフォームインフラストラクチャ / NDS53 Terraform
hayajo
0
460
Ncatをつかおう / Use Ncat
hayajo
1
3.9k
Other Decks in Technology
See All in Technology
詳解 never 型 - ボトム型の性質を深掘り
nealle
0
140
攻撃 3 時間 vs 復旧 10 時間。アクセスキー流出の非対称性を体感するために CTF を作った話
kazzpapa3
1
140
Agent 活用環境の構築・運用のための AWS サービスのご紹介/agentcore-for-building-and-operating-agents
ren8k
1
320
データマネジメント × 法務で作りあげる、 freeeの新しいデータガバナンスへの軌跡
freee
PRO
3
700
AIで選択肢が広がった組織設計の理想と現実
konifar
16
7.6k
新米を「売り越さない」、Aurora DSQLで作る在庫ゼロ死守の限定ドロップEC
yama3133
0
150
続・ソフトウェアアーキテクトのための意思決定術: Decision Readiness, Revisited — When AI Changes the Economics of Software Architecture
snoozer05
PRO
4
1.1k
外国人エンジニアがVueプロトタイプで仕様を合わせている話 / Vue Fes Japan 2026 LT
eluwing
0
410
Maestro MCPとClaude Code Skillsによる自律的なE2Eテスト支援
asmz
0
410
【Oracle AI SPOTLIGHT ウェビナー】事例から見る!なぜOCIが選ばれたのか ― AI時代のクラウド戦略を紐解く ―
oracle4engineer
PRO
2
150
今から始めるAWS環境の暗号移行 - ポスト量子時代に備える
sato4mi
0
150
AIがGISを代替する日:〜すべてをAIが創る時代に、私たちがFOSS4Gに関わる意味〜
lehupa
0
200
Featured
See All Featured
The State of eCommerce SEO: How to Win in Today's Products SERPs - #SEOweek
aleyda
2
12k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
50
10k
The Curse of the Amulet
leimatthew05
3
16k
How to audit for AI Accessibility on your Front & Back End
davetheseo
0
620
Reflections from 52 weeks, 52 projects
jeffersonlam
356
22k
Embracing the Ebb and Flow
colly
88
5.2k
How to Think Like a Performance Engineer
csswizardry
28
2.9k
The Director’s Chair: Orchestrating AI for Truly Effective Learning
tmiket
1
350
Believing is Seeing
oripsolob
1
260
Designing for Performance
lara
612
70k
Agile Actions for Facilitating Distributed Teams - ADO2019
mkilby
0
330
The Organizational Zoo: Understanding Human Behavior Agility Through Metaphoric Constructive Conversations (based on the works of Arthur Shelley, Ph.D)
kimpetersen
PRO
0
520
Transcript
ίϯςφͷϝτϦΫεͱ ϞχλϦϯάύλʔϯ 2019/03/20 ͯͳ×͘͞Β͕ߟ͑ΔςΫϊϩδʔͷະདྷ ʙίϯςφɾࢄܕσʔληϯλʔʙ #͘͞ΒͷΠϕϯτ
ࣗݾհ • ࠓҪ൏ਓ(id:hayajo_77) • MackerelνʔϜ SRE • ίϯςφཁૉٕज़ɺपลٕज़ ίϯςφٕज़ೖԾԽͱͷҧ͍ΛΓɺཁૉٕज़Λ৮ֶͬͯ΅͏ IUUQTFNQMPZNFOUFOKBQBODPNFOHJOFFSIVCFOUSZ
ࢹͱϝτϦΫε
ࢹͷత • γεςϜ͕݈શʹಈ͍͍ͯΔ͔ΛνΣοΫ͢Δ • ظͨ͠ͱ͓Γʹಈ͍͍ͯΔ͔ • ՁΛੜΈग़͍ͯ͠Δ͔ • Ϧιʔεʹաෆͳ͍͔ •
োͷ༧ஹͳ͍͔ • →ϝτϦΫεͷऔಘ/ऩूɺࢹɺΞϥʔτͰ࣮ݱ͢Δ
2ͭͷλΠϓͷϝτϦΫε • 2ͭͷλΠϓͷϝτϦΫεʹ͚ͯߟ͑Δ • ΞϓϦέʔγϣϯϝτϦΫε • ϦιʔεϝτϦΫε
ΞϓϦέʔγϣϯϝτϦΫε • γεςϜ͕ਖ਼ৗʹಈ͍ͯΔ߹͍Λࣔ͢ • ϦΫΤετɺޭ/ࣦഊɺϨεϙϯελΠϜɺεϧʔϓοτͳͲ • γεςϜͷਖ਼ৗੑՁͷࢦඪͱͳΔ • ͜ͷϝτϦΫεোݪҼڀ໌ʹཱͪʹ͍͘
ϦιʔεϝτϦΫε • γεςϜ͕ґଘ͢ΔϦιʔεͷ༻ঢ়گΛࣔ͢ • Ϧιʔε༻ྔ/ɺɺΤϥʔͳͲ • োݪҼڀ໌ΩϟύγςΟϓϥϯχϯάͷࢦඪͱͳΔ • ͜ͷϝτϦΫε͚ͩͰγεςϜ͕ਖ਼ৗʹಈ͍͍ͯΔ͔͔Βͳ͍
ͲͪΒॏཁ • ΞϓϦέʔγϣϯϝτϦΫεˠϦιʔεϝτϦΫεͷॱʹௐࠪ͢Δ • ଞͷΞϓϦέʔγϣϯʹґଘ͍ͯ͠Δ߹ಉ͡Α͏ʹௐࠪ͢Δ • ΣϒαʔόɺΞϓϦέʔγϣϯαʔόɺσʔλϕʔεαʔό
ίϯςφͷϝτϦΫε
ίϯςφͷΞϓϦέʔγϣϯϝτϦΫε • ΞϓϦέʔγϣϯʹΑͬͯऔಘͰ͖ΔϝτϦΫε͞·͟· • ϦΫΤετɺޭ/ࣦഊɺϨεϙϯελΠϜɺεϧʔϓοτͳͲ
ίϯςφͷΞϓϦέʔγϣϯϝτϦΫε औಘํ๏ • ϑΝΠϧ • ϩά • ΤϯυϙΠϯτ
ϑΝΠϧ • σʔλϘϦϡʔϜ • ίϯςφؒͰϑΝΠϧσΟϨΫτϦΛڞ༗ • Bind mounts • ίϯςφϗετͱϑΝΠϧσΟϨΫτϦΛڞ༗
$ docker run -v $(pwd):/data alpine /bin/sh -c 'echo "hello
world" >/data/hello' $ cat hello hello world e.g. Bind mounts
ϩά • ΞϓϦέʔγϣϯͷSTDOUT • docker logs ίϚϯυ • kubectl logs
ίϚϯυ • ίϯςφͷϩάϑΝΠϧ • σʔλϘϦϡʔϜ, Bind mountsΛར༻
$ CONTAINER=$(docker run -d alpine /bin/sh -c 'while true; do
date; sleep 1; done') $ docker logs --since 3s $CONTAINER Tue Mar 19 10:07:57 UTC 2019 Tue Mar 19 10:07:58 UTC 2019 Tue Mar 19 10:07:59 UTC 2019 e.g. docker logs
ΤϯυϙΠϯτ • ωοτϫʔΫܦ༝ͰΞΫηεՄೳͳΤϯυϙΠϯτ • ΞϓϦέʔγϣϯͰ࣮͢Δඞཁ͕͋Δ • /metrics, /stats, /health
$ curl http://${CONTAINER_IPADDR}/nginx_status Active connections: 43 server accepts handled requests
7368 7368 10993 Reading: 0 Writing: 5 Waiting: 38 e.g. Nginxͷstub_status
ίϯςφͷϦιʔεϝτϦΫε • CPU • Memory • I/O • ωοτϫʔΫ
ίϯςφͷϦιʔεϝτϦΫεऔಘํ๏ • ԾϑΝΠϧ • API • CLI
ԾϑΝΠϧ • cgroupͷstatϑΝΠϧ • cpu/cpuacct, memory, blkioαϒγεςϜͳͲ • /proc/PID/net/dev
$ cat /sys/fs/cgroup/memory/docker/${CONTAINER}/memory.stat cache 8192 rss 192512 rss_huge 0 mapped_file
0 dirty 0 [...] e.g. memory.stat
API • ίϯςφϥϯλΠϜίϯςφΫϥελͷAPIͳͲ • Docker stats API (Docker) • Kubernetes/kubelet
API (Kubernetes) • Task Metadata Endpoint (ECS) • cAdvisor API
$ curl -s --unix-socket \ /var/run/docker.sock http://localhost/${CONTAINER}/stats?stream=false | \ jq
. [...] "cpu_stats": { "cpu_usage": { "total_usage": 963481062, "percpu_usage": [ 431767249, 531713813 ], [...] e.g. Docker stats API
CLI • ίϯςφϥϯλΠϜίϯςφΫϥελ͕ఏڙ͢ΔίϚϯυ • docker stats ίϚϯυ • kubectl top
ίϚϯυ
$ docker stats --no-stream CONTAINER ID NAME CPU % MEM
USAGE / LIMIT MEM % NET I/O BLOCK I/O PIDS d7f9c5c0acfc app 0.00% 1.945MiB / 1.952GiB 0.10% 1.5kB / 0B 5.11MB / 0B 2 8c484a94aca7 monitor 0.19% 652KiB / 1.952GiB 0.03% 1.41kB / 0B 1.24MB / 0B 2 e.g. docker stats
ωοτϫʔΫϝτϦΫεͷҙ • /proc/PID/net/dev • ΠϯλʔϑΣʔε୯ҐͷϝτϦΫε
$ cat /proc/${CONTAINER_PID}/net/dev Inter-| Receive | Transmit face |bytes packets
errs drop fifo frame compressed multicast|bytes packets errs drop fifo colls carrier compressed lo: 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ecs-eth0: 467809174 273650 0 0 0 0 0 0 27453834 328421 0 0 0 0 0 0 eth0: 30877420 169783 0 0 0 0 0 0 55160434 183407 0 0 0 0 0 0 e.g. /proc/PID/net/dev
e.g. DockerͷωοτϫʔΫϞʔυ
e.g. DockerͷωοτϫʔΫϞʔυ • bridge, none • Private Network Mode •
ίϯςφ͝ͱʹಠཱͨ͠ΠϯλʔϑΣʔε • host, container • Shared Network Mode • ϗετϓϩηεଞͷίϯςφͱڞ௨ͷΠϯλʔϑΣʔε
ίϯςφΫϥελʹ͓͚Δ ϝτϦΫεͷऩू
ίϯςφΫϥελͰϝτϦΫεΛͲ͏ूΊΔ͔ʁ
ίϯςφΫϥελͰϝτϦΫεΛͲ͏ूΊΔ͔ʁ • ίϯςφεέδϡʔϥʹΑΓదͳϗετʹσϓϩΠ͞ΕΔ • ϗετεέʔϧ͢Δ • ίϯςφͰϞχλϦϯάΤʔδΣϯτΛಉډͤ͞ΔͷNG
ίϯςφΫϥελʹ͓͚ΔϞχλϦϯάͷύλʔϯ • per-Host Monitoring Agent • Sidecar Monitoring Agent
per-Host Monitoring Agent
per-Host Monitoring Agent • ϗετ୯ҐͰίϯςφΛࢹ͢Δύλʔϯ • ֤ϗετʹϞχλϦϯάΤʔδΣϯτίϯςφΛσϓϩΠ͢Δ • ϗετͰಈ͘ίϯςφҰཡ͔ΒಈతʹࢹઃఆΛੜ͢ΔͨΊɺ ෳࡶͳ࣮͕ඞཁ
Sidecar Monitoring Agent
Sidecar Monitoring Agent • ίϯςφ୯ҐͰࢹ͢Δύλʔϯ • ࢹରͷίϯςφʹԣ͚(Sidecar)͢ΔΑ͏ʹϞχλϦϯάΤʔ δΣϯτίϯςφΛσϓϩΠ • ࢹରͷίϯςφͷΈʹϑΥʔΧεͰ͖ɺίϯςφؒͰωοτϫʔ
ΫϑΝΠϧͳͲͷϦιʔεΛڞ༗Ͱ͖ΔͨΊ࣮γϯϓϧ • 1ϗετʹෳͷΤʔδΣϯτ͕σϓϩΠ͞ΕΔͷͰϦιʔε໘Ͱ ͋Γ
MackerelίϯςφΤʔδΣϯτ ʢύϒϦοΫϕʔλʣ
MackerelίϯςφΤʔδΣϯτ(ύϒϦοΫϕʔλ)
MackerelίϯςφΤʔδΣϯτ(ύϒϦοΫϕʔλ) • ECS Task/Kubernetes Podઐ༻ͷϞχλϦϯάΤʔδΣϯτ • Sidecar Monitoring AgentΛ࠾༻ •
কདྷతʹFargateͷΑ͏ͳΠϯϑϥετϥΫνϟͷཧ͕ෆཁͳίϯςφϓϥοτ ϑΥʔϜ͕ओྲྀʹͳΔͱߟ͍͑ͯΔ • ܰྔΤʔδΣϯτͱͯ͠࠶ઃܭͯ͠ϦιʔεফඅΛܰݮ • ΫϥελΤʔδΣϯτͷAPI͔ΒϦιʔεϝτϦΫεΛऔಘ • SidecarʹΑΔϦιʔεڞ༗ʹΑΓࢹରͷΞϓϦέʔγϣϯ༷ʹ͍ۙࢹ͕Մೳ
·ͱΊ
·ͱΊ • ΞϓϦέʔγϣϯϝτϦΫεͱϦιʔεϝτϦΫεʹΘ͚ͯߟ͑Δ • ίϯςφͷϝτϦΫεͱͦͷऔಘํ๏ΛΔ • ίϯςφΫϥελʹ͓͚ΔϞχλϦϯάύλʔϯͱͯ͠per-Host Monitoring AgentͱSidecar Monitoring
Agent͕͋Δ