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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
Hokuto Hoshi
July 26, 2017
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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
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Transcript
ΫοΫύουͷϩάΛ ͍͍ײ͡ʹ͍ͯ͠Δ ΞʔΩςΫνϟ 2017/07/26 Cookpad Tech Kitchen #9 Hokuto Hoshi
hokuto@cookpad.com
ే (΄͠ ΄͘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