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AWS で実現した Mackerel 時系列データ1分粒度長期保存の裏側 / Mackerel...
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astj
PRO
February 05, 2018
Technology
6
29k
AWS で実現した Mackerel 時系列データ1分粒度長期保存の裏側 / Mackerel Meetup #11 Tokyo
2018/02/05
https://mackerelio.connpass.com/event/76678/
astj
PRO
February 05, 2018
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Transcript
"84Ͱ࣮ݱͨ͠.BDLFSFM ࣌ܥྻσʔλཻظอଘͷཪଆ .BDLFSFM.FFUVQ5PLZP JEBTUKʢגࣜձࣾͯͳʣ
w ͯͳΞϓϦέʔγϣϯΤϯδχΞ w ͯͳϒοΫϚʔΫͯͳϒϩάFUDʜ w डୗαʔϏε w .BDLFSFM d
w αʔόαΠυΤʔδΣϯτத৺ JEBTUK
w NBDLFSFMBHFOUTZTUFNEରԠ w NBDLFSFMQMVHJOBXT ͍͔ͭ͘ w -*/&5XJMJP࿈ܞ w "84Ҡߦ࣌ܥྻσʔλϕʔεͷ৽ w
࣌ܥྻσʔλཻظอଘ w ࢹϧʔϧͷૢ࡞Λ௨νϟϯωϧʹ௨ w ʜ JEBTUK
ຊͷ
w .BDLFSFM࣌ܥྻ%#ͷհ w ཻظอଘͷٕज़എܠ w αʔόϨεϛυϧΣΞͷߏஙࣄྫ w %ZOBNP%#4USFBNT -BNCEB w
ߴεϧʔϓοτ4ॻ͖ࠐΈ
લఏ
࣌ܥྻσʔλ
࣌ܥྻσʔλ hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 … …
࣌ܥྻσʔλϕʔε hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z
44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 … …
http://blog.yuuk.io/entry/the-rebuild-of-tsdb-on-cloud
None
NI NE IE #FGPSF E
NE NE IE E "GUFS
None
.BDLFSFMͷ ࣌ܥྻσʔλϕʔε
Ҡߦલ(SBQIJUF IUUQTHSBQIJUFBQQPSH
http://blog.yuuk.io/entry/high-performance-graphite
ҠߦޙEJBNPOE ίʔυωʔϜ
IUUQCMPHZVVLJPFOUSZUIFSFCVJMEPGUTECPODMPVE ࣌ܥྻσʔλϕʔεͱ͍͏֓೦ΛΫϥυͷٕͰ࠶ߏங͢Δ
IUUQJUDIZOZIBUFOBCMPHDPNFOUSZ 4FSWFSMFTTDPOG5PLZPͰʰαʔόϨεΞʔΩςΫνϟʹ ΑΔ࣌ܥྻσʔλϕʔεͷߏஙͱࢹʱͱ͍͏ൃද͖ͯ͠·ͨ͠
http://blog.yuuk.io/entry/the-rebuild-of-tsdb-on-cloud 3FEJT$MVTUFS &$
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4
ετϨʔδ *0ίετ ϨΠςϯγ ༰ྔίετ 3FEJT ˕ ˕ ˚ %ZOBNP%# ˓
˓ ˓ 4 ˚ ˚ ˕ σʔλετϨʔδ
%ZOBNP%# w ϑϧϚωʔδυ/P42- w ҆ఆɾߴύϑΥʔϚϯεɾεέʔϥϏϦςΟ w खࠒͳίετ w σʔλ༰ྔɺεϧʔϓοτ w
ʢͱ͍͑අ༻ΛແࢹͰ͖ͳ͍ʣ
3FEJT $MVTUFS w ΠϯϝϞϦ,74 w *0ίετ͕ %ZOBNP%#ΑΓ खܰ w σʔλྔΛࡹͨ͘Ί3FEJT$MVTUFS
w ࠓͷͱ͜Ζ&$
4 w ,74తʹར༻ w ༰ྔίετඇৗʹ͑ΒΕΔ w ϨΠςϯγɾ*0ίετྼΔ w ॻ͖ࠐΈճΛݮΒ͍ͨ͠
w %ZOBNP%# w ϝΠϯ w 3FEJT w ߋ৽ϦΫΤετΛݮΒͨ͢ΊͷόοϑΝ w 4
w طଘͷอ࣋ظؒͰ ར༻͠ͳ͍ ֊ܕσʔλετΞ
NI NE IE ֊ܕσʔλετΞ %ZOBNP%# 3FEJT E
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w ݹ͍σʔλΛ4ʹஔ w طଘͷอ࣋ظؒͷύϑΥʔϚϯεΛҡ࣋ w ॻ͖ࠐΈճΛݮΒ͢ ֊ܕσʔλετΞ
NE NE IE ֊ܕσʔλετΞ %ZOBNP%# 3FEJT 4
E
None
55-&YQJSF %ZOBNP%# %%#4USFBN -BNCEB 4 1VU0CKFDU
%ZOBNP%#55-
%ZOBNP%#ͷΞΠςϜ͝ͱʹ༗ޮظݶ 55- Λࢦఆͯ͠ɺࣗಈతʹআͤ͞Δ
%ZOBNP%# hatena.mackerel.host1.cpu.user 2018/02/03 00:00~03:59 ExpireAt: 2018/02/04 05:00 2018/02/02 16:00~19:59 ExpireAt:
2018/02/03 21:00 hatena.mackerel.host1.cpu.user 2018/02/03 04:00~07:59 ExpireAt: 2018/02/04 09:00 hatena.mackerel.host1.cpu.user hatena.mackerel.host1.cpu.user 2018/02/02 20:00~23:59 ExpireAt: 2018/02/04 01:00
%ZOBNP%# hatena.mackerel.host1.cpu.user 2018/02/03 00:00~03:59 ExpireAt: 2018/02/04 05:00 hatena.mackerel.host1.cpu.user 2018/02/03 04:00~07:59
ExpireAt: 2018/02/04 09:00 hatena.mackerel.host1.cpu.user hatena.mackerel.host1.cpu.user 2018/02/02 20:00~23:59 ExpireAt: 2018/02/04 01:00
%ZOBNP%# hatena.mackerel.host1.cpu.user 2018/02/03 00:00~03:59 ExpireAt: 2018/02/04 05:00 hatena.mackerel.host1.cpu.user 2018/02/03 04:00~07:59
ExpireAt: 2018/02/04 09:00 hatena.mackerel.host1.cpu.user
hatena.mackerel.host1.cpu.user 2018/02/03 04:00~07:59 ExpireAt: 2018/02/04 09:00 hatena.mackerel.host1.cpu.user %ZOBNP%#
%ZOBNP%# hatena.mackerel.host1.cpu.user
%ZOBNP%#
ೳಈతͳૢ࡞ͳ͘%ZOBNP%#্ͷ ϨίʔυΛআͰ͖Δ
%ZOBNP%#4USFBNT
w %ZOBNP%#্ͷΞΠςϜߋ৽͕ Πϕϯτͱͯ͠ྲྀΕΔετϦʔϜ w ςʔϒϧͷσʔλมߋΛτϦΨʹ -BNCEBؔΛىಈͰ͖Δ w ϖΠϩʔυʹมߋલޙͷΞΠςϜ༰Λ ؚΊΔ͜ͱ͕Ͱ͖Δ
%ZOBNP%# 4USFBN -BNCEB ৽نΞΠςϜՃ طଘΞΠςϜߋ৽ ΞΠςϜআ
EJBNPOEFYQPSUFS %ZOBNP%#55- %ZOBNP%#4USFBNT
w 55-ʹ౸ୡͨ͠ΞΠςϜͷআ࣌ʹ ΞΠςϜͷ༰Λͯ͠-BNCEBؔΛ ىಈ w -BNCEBؔͰ4ʹॻ͖ग़͠
͜ͷΞΠςϜ͕55-ʹ౸ୡͯ͠ আ͞Ε·ͨ͠ hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 …
… hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 … …
hatena.mackerel.host1.cpu.user 2018/02/01T21:15:00Z 44.00 2018/02/01T21:16:00Z 6.00 2018/02/05T21:17:00Z 8.00 … …
55-&YQJSF %ZOBNP%# %%#4USFBN -BNCEB 4 1VU0CKFDU
55-&YQJSF %ZOBNP%# %%#4USFBN -BNCEB 4 1VU0CKFDU w ϝτϦοΫ͝ͱO࣌ؒ͝ͱʹΞΠςϜ w %ZOBNP%#ͷΞΠςϜʹ55-Λઃఆ
w 55-ܦաʹΑΓΞΠςϜআ w ΞΠςϜআΠϕϯτ͕4USFBNʹ௨ w 4USFBN͔Β-BNCEBؔىಈ w -BNCEB͕ؔΞΠςϜΛ4ʹॻࠐ
55-&YQJSF %ZOBNP%# %%#4USFBN -BNCEB 4 1VU0CKFDU w 55-༩Ҏ֎ͷ ೳಈతͳૢ࡞͕ෆཁ w
-BNCEBͷࣦഊ࣌ϦτϥΠࣗಈ w 4USFBNҎ֎ʹঢ়ଶΛ࣋ͨͳ͍ w %ZOBNP%#ΞΠςϜ4Φϒ δΣΫτ
4 EJBNPOE"11 NBDLFSFM"11 (FU0CKFDU )551 )551
γϯϓϧ
"84ͷΞοϓσʔτʹΑ࣮ͬͯݱ
ͷ%ZOBNP%#Ξοϓσʔτ w 55-d w "VUP4DBMF %"9d w 71$&OEQPJOUd w (MPCBM5BCMFT
ΦϯσϚϯυόοΫΞοϓd
4ͷߴසॻ͖ࠐΈ
w 4ͷߴසॻ͖ࠐΈΛߦ͏߹ରԠ͕ඞཁ w ෦γϟʔσΟϯάରԠͷͨΊͷQSFpY༩ w ٸܹͳ૿Ճͷ߹ "84αϙʔτܦ༝Ͱͷ ࣄલରԠґཔ
Amazon S3 όέοτͷϫʔΫϩʔυ͕ຖඵ 100 ճͷ PUT/LIST/DELETE ϦΫΤετ·ͨຖඵ 300 ճͷ GET
ϦΫΤετΛසൟʹ͑Δ߹ ɺ࠷ߴͷύϑΥʔϚϯεͱεέʔϥϏϦςΟ Λ֬อ͢ΔͨΊɺ͜ͷτϐοΫͷΨΠυϥΠϯ ʹै͍ͬͯͩ͘͞ɻ ϦΫΤετ͓ΑͼϦΫΤετύϑΥʔϚϯεʹؔ͢Δཹҙࣄ߲ https://docs.aws.amazon.com/ja_jp/AmazonS3/latest/dev/request- rate-perf-considerations.html
EJBNPOEͰ4ͷॻ͖ࠐΈίϯελϯτʹൃੜ SQT༏ʹ͑Δ
55-&YQJSF %ZOBNP%# %%#4USFBN -BNCEB 4 1VU0CKFDU w ϝτϦοΫ͝ͱO࣌ؒ͝ͱʹΞΠςϜ w %ZOBNP%#ͷΞΠςϜʹ55-Λઃఆ
w 55-ܦաʹΑΓΞΠςϜআ w ΞΠςϜআΠϕϯτ͕4USFBNʹ௨ w 4USFBN͔Β-BNCEBؔىಈ w -BNCEB͕ؔΞΠςϜΛ4ʹॻࠐ ࠶ܝ
55-&YQJSF %ZOBNP%# %%#4USFBN -BNCEB 4 1VU0CKFDU w 55-༩Ҏ֎ͷ ೳಈతͳૢ࡞͕ෆཁ w
-BNCEBͷࣦഊ࣌ϦτϥΠࣗಈ w %ZOBNP%#ͷΞΠςϜ4Φϒ δΣΫτ ࠶ܝ
ϦΫΤετ͓ΑͼϦΫΤετύϑΥʔϚϯεʹؔ͢Δཹҙࣄ߲ https://docs.aws.amazon.com/ja_jp/AmazonS3/latest/dev/request- rate-perf-considerations.html
w ΦϒδΣΫτ໊ઌ಄ʹ.%ϋογϡͷ༩ w ॻ͖ࠐΈ։࢝લʹαϙʔτʹରԠΛґཔ w Φʔμʔͷ͕ͪ࣌ؒൃੜ͢Δ
աͳϖʔεͰͷߋ৽)551YYΤϥʔ͕ ൃੜ͢ΔʢΒ͍͠ʣ ϞχλϦϯάʂ
"844ͷϞχλϦϯά
w 4ͷඪ४$MPVE8BUDI.FUSJDTݶఆత w όέοτͷ࣍ͷετϨʔδϝτϦΫε w ϦΫΤετͷੳͰ͖ͳ͍ w ΦϓγϣϯͰϦΫΤετͷϞχλϦϯάՄೳ w 4όέοτͷઃఆͰ༗ޮʹͰ͖Δ
https://docs.aws.amazon.com/ja_jp/AmazonS3/latest/dev/ cloudwatch-monitoring.html
None
$MPVE8BUDI.BDLFSFM
mackerel-plugin-aws-s3-requests [plugin.metrics.diamond-s3] command = "/path/to/mackerel-plugin-aws-s3-requests --bucket- name=XXX --region=ap-northeast-1 --filter-id YYY"
ެࣜϓϥάΠϯͱͯ͠ϦϦʔε༧ఆ ͖ͬͱࠓिதʹʜ
None
w (FU 1VUͦΕͧΕͷϦΫΤετ w ظతͳόʔετɺظతͳτϨϯυ w YYΤϥʔͷ ࢹϧʔϧ
͓ΘΓʹ
w ࣌ܥྻσʔλཻظอଘͷ෦࣮ w ߴස4ॻ͖ࠐΈ w ཹҙࣄ߲ϞχλϦϯά
༗Γ͏͍͟͝·ͨ͠ʂ