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Cloud RunとCloud PubSubでサーバレスなデータ基盤2024 with Ter...
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Shinichi Nakagawa
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March 08, 2024
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Cloud RunとCloud PubSubでサーバレスなデータ基盤2024 with Terraform / Cloud Run and PubSub with Terraform
Google Cloudのサーバレスなサービスでデータ基盤を作った話.
Shinichi Nakagawa
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March 08, 2024
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Transcript
Cloud RunͱCloud Pub/SubͰ αʔόϨεͳσʔλج൫Λ ࡞ͬͨ2024 ΫϥυωΠςΟϒͳ࣌ͷMicro ServiceͱIaCͷࡏΓํͷߟͱ࣮ફ Shinichi Nakagawa(@shinyorke) 2024/3/8
ୈ22ճ ञͱήʔϜͱΠϯϑϥͱGCP
TL;DRʢ͜ͷͷ֓ཁʣ • Cloud RunͱCloud Pub/SubͰαʔόϨεͳσʔλج൫Λ࡞ͬͨ. • Micro ServiceΛTerraformͰؙͬͱIaCʢInfrastructure as Codeʣ.
SoIʢSystem Of InsightsʣͷγεςϜ࣮ݱͷҰྫͱͯ͠ฉ͍ͯԼ͍͞. ※͜ͷࣄྫۀͰͳ͘झຯͰ͢ʢ͕࣮Ͱ͑Δͣʣ.
ࣗݾհ • Shinichi Nakagawa(@shinyorke) • େख֎ࢿܥITίϯαϧاۀϚωʔδϟʔ/SRE • Google Cloud Partner
Top Engineer 2024 • ͖ͳGCP: Cloud Run, BigQuery, Cloud Pub/Sub, etc… • ͖ͳήʔϜ: ৴ͷ, Πχϯάϙετ, ͖Ύͭ͘ • झຯϓϩάϥϛϯάΛ͓ञยखʹΓ·͢ • 🍶: ෩ͷ, ࡞ʢ७ถܥ͖ʣ • 🍺: ଖͷेʢࢤլߴݪϏʔϧͷIPAʣ • ීஈϗοϐʔͱ๐ιʔμׂΓ͕Έ
ٿσʔλੳج൫ ※ݸਓ։ൃͰ͢ • झຯͷٿΛຊ֨తʹσʔλͰݟΔͨΊͷج൫ΛຊؾͰ ࡞͍ͬͯ·͢ʢٕज़తͳݕূΛ݉Ͷͯʣ. • ಛʹϝδϟʔϦʔάʮBaseball Savantʯͱ͍͏ެࣜͷ σʔλαΠτ͕͋Γ, ϑΝϯͷզʑͰCSVܗࣜͰσʔλ
͕खʹೖΓ·͢&σʔλͷத͕݁ߏ͍͜͠Ͱ͢. • ͦͷʮ͍͜͠CSVσʔλʯΛऔΓࠐΈ, ੳɾղੳΛ ߦ͏ϝδϟʔϦʔάੳΞϓϦΛ2022͔Β։ൃɾӡ༻. ຖϦΞʔΩςΫνϟʢ࡞Γ͠ʣ͍ͯ͠·͢, ࠓ Cloud Runͷ৽ػೳʢCloud Run JobsʣͰ࡞Γ͠. ੳج൫ͷΞϓϦέʔγϣϯʢ2022൛ʣ
ٿσʔλੳج൫શମ૾ʢ2024൛ʣ
ٿσʔλੳج൫શମ૾ʢ2024൛ʣ
ຊͷτʔΫͷൣғͪ͜ΒͷData Work fl owʢσʔλج൫ʣʹ͍ͭͯ.
Cloud RunͱCloud Pub/SubͰWork fl ow • Cloud Run JobsΛSchedulerܦ༝Ͱ࣮ߦ, ֤Micro
ServiceʢCloud RunʣΛݺͼग़͢ߏ. • ֤Micro ServicePub/SubͷϝοηʔδͰಈ͘Cloud RunΞϓϦʹ. • Cloud Run Jobs্ͷWork fl ow͕Micro ServiceͷPub/SubʹPublish. • ͜ΕΒͯ͢Google CloudͷυΩϡϝϯτʹਅࣅͰ͖Δώϯτ༗Γ. • Pub/SubͰCloud Run https://cloud.google.com/run/docs/tutorials/pubsub?hl=ja • SchedulerΛͬͨఆظ࣮ߦ https://cloud.google.com/run/docs/triggering/using-scheduler?hl=ja খ͍͞Work fl owͳΒAir fl ow(Cloud Composer)ΛΘͳͯ͘(K8sΫϥελ͕ແͯ͘)Cloud Run͚ͩͰ࣮ݱՄೳ.
ʲࢀߟʳ֤Micro ServiceͰͬͯΔϞϊͱղઆ .JDSP4FSWJDFPSׂ (PPHMF$MPVE4FSWJDF ֓ཁ ࣮ݴޠɾ'8 5JNFS $MPVE4DIFEVMFS 5SJHHFSΛఆظ࣮ߦ ˞γʔζϯ։࢝ޙຖ
DSPOࣜͰͷ5JNFS 5SJHHFS 8PSL fl PX $MPVE3VO+PCT &YQPSUFS*NQPSUFSΛ࣮ߦ ͢Δ5SJHHFSͱͳΔόον 1SFGFDU 1ZUIPO Ͱ࣮ -VJHJ ଞͷ࣮Ͱ0, &YQPSUFS $MPVE3VO #BTFCBMM4BWBOUΫΤϦΛ࣮ ߦ͠$47Λμϯϩʔυ (Pͷ8FC"1* 1VC4VC5PQJD͔Βىಈ %BUBMBLF $MPVE4UPSBHF &YQPSUFS͕ग़ྗͨ͠$47Λ ແՃͷੜσʔλͱͯ͠อ ͳ͠ *NQPSUFS $MPVE3VO $47σʔλΛνΣοΫ͠ #JH2VFSZʹ&YQPSU (Pͷ8FC"1* 1VC4VC5PQJD͔Βىಈ %8) #JH2VFSZ ੳऀPSΞϓϦ͔Β͏ %BUB8BSF)PVTF 42-Ͱ7JFXΛ࡞ͬͯӡ༻
αʔόϨεͳͷͰ͓ࡒʹ༏͍͠, ֹ݄Ͱίʔώʔ3.34ഋఔʢ֓ࢉʣ Cloud ComposerͷΫϥελΛMinimumͰӡ༻ͨ͠ͱͯ$100Ҏ্͔͔Δͣ?࣍Ͱಈ͔͢Cloud RunͳΒػίετ΄΅θϩʹ.
TerraformͰIaCʢInfrastructure as CodeʣେͰʢझຯͰʣ
ʲ࠶ܝʳ֤Micro ServiceͰͬͯΔϞϊͱղઆ .JDSP4FSWJDFPSׂ (PPHMF$MPVE4FSWJDF ֓ཁ ࣮ݴޠɾ'8 5JNFS $MPVE4DIFEVMFS 5SJHHFSΛఆظ࣮ߦ ˞γʔζϯ։࢝ޙຖ
DSPOࣜͰͷ5JNFS 5SJHHFS 8PSL fl PX $MPVE3VO+PCT &YQPSUFS*NQPSUFSΛ࣮ߦ ͢Δ5SJHHFSͱͳΔόον 1SFGFDU 1ZUIPO Ͱ࣮ -VJHJ ଞͷ࣮Ͱ0, &YQPSUFS $MPVE3VO #BTFCBMM4BWBOUΫΤϦΛ࣮ ߦ͠$47Λμϯϩʔυ (Pͷ8FC"1* 1VC4VC5PQJD͔Βىಈ %BUBMBLF $MPVE4UPSBHF &YQPSUFS͕ग़ྗͨ͠$47Λ ແՃͷੜσʔλͱͯ͠อ ͳ͠ *NQPSUFS $MPVE3VO $47σʔλΛνΣοΫ͠ #JH2VFSZʹ&YQPSU (Pͷ8FC"1* 1VC4VC5PQJD͔Βىಈ %8) #JH2VFSZ ੳऀPSΞϓϦ͔Β͏ %BUB8BSF)PVTF 42-Ͱ7JFXΛ࡞ͬͯӡ༻
.JDSP4FSWJDFPSׂ (PPHMF$MPVE4FSWJDF ֓ཁ ࣮ݴޠɾ'8 5JNFS $MPVE4DIFEVMFS 5SJHHFSΛఆظ࣮ߦ ˞γʔζϯ։࢝ޙຖ DSPOࣜͰͷ5JNFS 5SJHHFS
8PSL fl PX $MPVE3VO+PCT &YQPSUFS*NQPSUFSΛ࣮ߦ ͢Δ5SJHHFSͱͳΔόον 1SFGFDU 1ZUIPO Ͱ࣮ -VJHJ ଞͷ࣮Ͱ0, &YQPSUFS $MPVE3VO #BTFCBMM4BWBOUΫΤϦΛ࣮ ߦ͠$47Λμϯϩʔυ (Pͷ8FC"1* 1VC4VC5PQJD͔Βىಈ %BUBMBLF $MPVE4UPSBHF &YQPSUFS͕ग़ྗͨ͠$47Λ ແՃͷੜσʔλͱͯ͠อ ͳ͠ *NQPSUFS $MPVE3VO $47σʔλΛνΣοΫ͠ #JH2VFSZʹ&YQPSU (Pͷ8FC"1* 1VC4VC5PQJD͔Βىಈ %8) #JH2VFSZ ੳऀPSΞϓϦ͔Β͏ %BUB8BSF)PVTF 42-Ͱ7JFXΛ࡞ͬͯӡ༻ ʲ࠶ܝʳ֤Micro ServiceͰͬͯΔϞϊͱղઆ શ෦खಈͰઃఆ͢Δͱഁ͢Δະདྷ͕͍ͬͯ·͢ʂ
Micro ServiceʹTerraform͖Ͱ͢Ͷઆ. • ෳͷΞϓϦέʔγϣϯΛचͭͳ͗ʢϐλΰϥεΠονʣ͢Δ߹, TerraformΛೖΕ͓ͯ͜͏, খنͰ͋ͬͨͱͯ͠. • ࠓճͷߏͰ·͋·͋ͷͷGoogle CloudͷServiceΛར༻. •
Cloud RunΞϓϦ͕3ݸ + Volume, LoggingͳͲͷݻ༗ઃఆ • Pub/Sub TopicͱSchema͕ͦΕͧΕ2ݸ • Cloud Schedulerͷઃఆ • Cloud StorageͷBucketͱΞΫηε੍ޚ • ͜ΕΒͱ৭ʑඥͮ͘ઃఆ, ಛʹService Account͓ΑͼIAM←͜Ε͕࠷ۂऀʢηΩϡϦςΟతʹʣ • ҎલCloud Console or GUIͰ࡞͍͕ͬͯͨഁ͢Δʢྫ: ʹ͕֮͑ແ͍Service Account, InstanceͳͲʣͷͰࠓ͔ΒIaCԽ. ઃܭͱ࣮ͷॳظίετʢओʹ࣌ؒͱΩϟονΞοϓʣͳ͍Ͱ͕͢, ࢿͨ͠΄͏͕ઈରʹྑ͍.
Google CloudͰTerraformΛ࢝ΊΔ࣌ • Quick StartͳͲ, ެࣜυΩϡϝϯτʹsnippet͕͋ΔͷͰ͓͏ʂ • gcloud commandGUIઃఆͱͷฒͼʹTerraformͷsnippet͕ଘࡏ. •
ࢲެࣜυΩϡϝϯτͷTerraformͷsnippetΛmain.tfʹషΓ͚, ಈ࡞ ֬ೝ͠ͳ͕Βຊ൪༻ͷ࣮Λߦͬͨʢ͘͢͝ḿͬͨʣ. શͯͷυΩϡϝϯτʹ͋Δ༁Ͱແͦ͞͏͕ͩੵۃతʹ͓͏.
݁ͼ • Cloud RunͱCloud Pub/Sub͚ͩͰ͓҆͘σʔλج൫࡞ΕΔ. • ෳࡶʹͳΓ͕ͪͳMicro ServiceIaCԽ͠·͠ΐ͏, झຯͰ. •
⚾γʔζϯ࢝·ͬͨΒຊ֨ӡ༻͠·͢&ͦͷͲ͔͜Ͱ·ͨ. ͱΓ͋͑ͣσʔλج൫తͳϞϊ͕ཉ͘͠ͳͬͨΒਅࣅΞϦ͔ͳͱ. গͳ͘ͱCloud Run૬͑·͢ʢϑΝϯͳͷͰେͰݴ͏ʣ.
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠. Shinichi Nakagawa ©Shinichi Nakagawa