時系列データベースという概念をクラウドの技で再構築する / The rebuild of time-series database on AWS

サーバ監視サービス Mackerel を提供するはてなが開発中の、高解像度・長期間のサーバメトリック収集を実現する、新しい時系列データベースを紹介します。具体的には、Amazon ElastiCache、Amazon DynamoDB、Amazon S3 を組み合わせ、Amazon Kinesis Streams と AWS Lambda によりコンポーネント接続した、階層構造のデータストアアーキテクチャの設計と実装を解説します。

Transcript

1. ࣌ܥྻσʔλϕʔεͱ͍͏֓೦ ΛΫϥ΢υͷٕͰ࠶ߏங͢Δ ͸ͯͳ id:y_uuki AWS Summit Tokyo 2017
2. id:y_uuki / @y_uuk1 TSUBOUCHI Yuuki https://yuuk.io/ גࣜձࣾ͸ͯͳ WebΦϖϨʔγϣϯΤϯδχΞ / γχΞΤϯδχΞ MackerelΞʔΩςΫνϟ࡮৽ϓϩδΣΫτϦʔμʔ
3. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read αʔό؂ࢹαʔϏεMackerelʹ͓͚Δ ࣍ੈ୅ͷ࣌ܥྻσʔλϕʔεΞʔΩςΫνϟ ͷઃܭͱ࣮૷
4. ΰʔϧ •Write-Intensive ApplicationΛAWS্ͰΞʔΩ ςΫνϟઃܭ͢ΔࣄྫΛ঺հ • ൺֱత୯७ͳσʔλΛอ࣋͢Δ࣌ܥྻσʔλϕʔε ͸Α͍ϞσϧέʔεͱͳΔ͸ͣ • ίετ࠷దԽͷͨΊʹɺࢀরہॴੑΛར༻ͨ͠֊૚ܕ σʔλετΞΞʔΩςΫνϟͷఏҊ
5. ΰʔϧઃఆͷഎܠ • AWS SummitͳͷͰɺAWSΛ༻͍ͯΑΓྑ͍γεςϜ Λߏங͢ΔͨΊͷώϯτΛ఻͍͑ͨ • ͦͷͨΊʹɺ࣌ܥྻσʔλϕʔεͦͷ΋ͷΑΓ΋ɺ൚ ༻తͳΞʔΩςΫνϟઃܭͷͨΊͷٞ࿦ͷ౔୆ͱͳΔ ΋ͷΛఏҊ͍ͨ͠
6. Mackerel https://mackerel.io/
7. αʔόͷϝτϦοΫՄ ࢹԽ
8. https://speakerdeck.com/sugiyama88/mackerel-meetup-number-8
9. ߴ଎ͳ਺ઍݸͷܥྻͷදࣔ
10. 1෼ղ૾౓σʔλΛ௕ظؒอ࣋ https://mackerel.io/ja/docs/entry/overview ྫ͑͹1೥
11. 1෼ҎԼͷղ૾౓ͷରԠ https://mackerel.io/ja/docs/entry/overview ྫ͑͹15ඵ
12. ੒௕͚ͭͮ͠ΔαʔϏεͷεέʔ ϥϏϦςΟͷ֬อ σʔλྔͱI/O͕ܹ૿͢Δػೳͷ ࣮ݱ
13. MackerelΞʔΩςΫνϟ ࣌ܥྻ σʔλϕʔε .BDLFSFM
    "QQ
    4DBMB "HFOU ϝτϦοΫ ౤ߘ read/write datapoints 6TFS άϥϑදࣔ
14. ࣌ܥྻσʔλϕʔεͱ͸ • ࣌ܥྻσʔλΛѻ͏͜ͱʹಛԽͨ͠σʔλϕʔε • αʔόϞχλϦϯάɺIoTͳͲͷ༻్ʹ࢖ΘΕΔ • ༗໊ͳ࣮૷͸Graphite/InfluxDB/OpenTSDBͳͲ • ஍ຯʹΈ͑ͯҙ֎ͱଟ͘ͷ࣮૷͕ଘࡏ͢Δʢৄࡉޙड़) • ֶज़ݚڀ࿦จͷର৅ʹ΋ͳΔ෼໺
15. http://blog.yuuk.io/entry/high-performance-graphite
16. http://blog.yuuk.io/entry/high-performance-graphite Graphite http://graphite.readthedocs.io/en/latest/
17. ݱঢ়ͷ໰୊఺
18. Graphiteͷ໰୊఺ᶃ • ෛՙ෼ࢄͷͨΊͷӡ༻ίετ͕ߴ͍ • γϟʔυ૿ݮ࣌ʹσʔλ࠶഑ஔ͕ඞཁ • ෼ࢄ͕Ή͔͍ͣͨ͠ΊεέʔϧΞοϓΛબ୒ • σʔλอ࣋ظؒΛ૿΍͢ͱۚમίετ͕ܹ૿ • NANDϑϥογϡϝϞϦͷͨΊ༰ྔ୯Ձ͕େ͖͍ • ࢀরස౓ͷ௿͍σʔλ͚ͩ௿଎ͳσΟεΫʹஔ͖͍͕ͨ ϥ΢ϯυϩϏϯσʔλϕʔεͷੑ্࣭೉͍͠
19. Graphiteͷ໰୊఺ᶄ • σʔλϩετ଱ੑ͕௿͍ • ΞϓϦέʔγϣϯ͔Β͸ඇಉظͰϝϞϦ্ͷΩϡʔʹ ॻ͖ࠐΉͨΊɺαʔόμ΢ϯ͢Δͱσʔλϩετ • ະདྷͷྖҬΛϑΝΠϧ࡞੒࣌ʹ֬อ͢ΔͷͰɺσΟεΫ ࢖༻ޮ཰͕௿͍ • ಛʹίϯςφͷΑ͏ͳ࢖͍ࣺͯͷϗετ͕େྔʹ࡞Β ΕΔͱແବ͕૿͑Δ
20. Graphiteͷ໰୊఺ᶄ • σʔλϩετ଱ੑ͕௿͍ (௿durability) • ΞϓϦέʔγϣϯ͔Β͸ඇಉظͰϝϞϦ্ͷΩϡʔʹ ॻ͖ࠐΉͨΊɺαʔόμ΢ϯ͢Δͱσʔλϩετ • ະདྷʹॻ͖ࠐΉͰ͋Ζ͏ྖҬΛϑΝΠϧ࡞੒࣌ʹ֬อ͢ ΔͷͰɺσΟεΫ࢖༻ޮ཰͕ѱ͍ • ಛʹίϯςφͷΑ͏ͳ࢖͍ࣺͯͷϗετ͕େྔʹ࡞Β ΕΔͱແବ͕ଟ͍ ΞʔΩςΫνϟ ࡮৽͕ඞཁ
21. ࣌ܥྻσʔλϕʔεͷ طଘOSS࣮૷ͷௐࠪ
22. Andreas Bader, Oliver Kopp, Michael Falkenthal. “Survey and Comparison of Open Source time Series Databases”. In proceedings of BTW 2017.
23. https://docs.google.com/spreadsheets/d/1sMQe9oOKhMhIVw9WmuCEWdPtAoccJ4a-IuZv4fXDHxM/pubhtml Open Source Time Series DB Comparison
24. ࣌ܥྻσʔλϕʔεͷఆٛ • ҎԼͷੑ࣭Λຬͨ͢DBMSͷ͜ͱ • λΠϜελϯϓɺ஋ɺଐੑʢϝτϦοΫ໊ͳͲʣͰߏ ੒͞ΕΔσʔλͷߦΛ֨ೲͰ͖Δ • ࣌ܥྻͱͯ͠άϧʔϓԽ͞Εͨෳ਺ͷߦΛ֨ೲͰ͖Δ • σʔλߦʹରͯ͠ΫΤϦΛൃߦͰ͖Δ • λΠϜελϯϓ·ͨ͸࣌ؒൣғΛΫΤϦʹؚΊΒΕΔ
25. ࣌ܥྻσʔλϕʔεͷ֓೦ • ࣌ܥྻσʔλϕʔεͷఆٛΛຬͨ͢΋ͷ • ࣌ܥྻσʔλϕʔε΁ͷΑ͋͘Δػೳཁٻ • ෼ࢄ/ΫϥελϦϯά • Function • Rollup Aggregation / λά • σʔλղ૾౓ • ΠϯλϑΣʔε
26. ࣌ܥྻDBͷ෼ྨ TSDB on DBMS TSDB standalone OpenTSDB InfluxDB KairosDB Blueflood Graphite DalmatinerDB Beringei
27. ࣌ܥྻDBͷ෼ྨ TSDB on DBMS TSDB standalone OpenTSDB InfluxDB KairosDB Blueflood Graphite DalmatinerDB Beringei HBase Cassandra Elasticsearch Riak Core …
28. طଘͷ࣌ܥྻDBͷσϝϦοτ TSDB on DBMS TSDB standalone ෼ࢄγεςϜͱͯ͠ͷ ӡ༻ίετ͕ߴ͍ ෼ࢄγεςϜͱͯ͠ͷ ৴པੑΛଌΔͨΊͷ ࣮੷͕গͳ͍
29. طଘͷ࣌ܥྻDBͷσϝϦοτ TSDB on DBMS TSDB standalone Rollup AggregationʹରԠ͍ͯ͠ͳ͍ ΠϯλϑΣʔε͕େ͖͘มΘΔͷͰมߋίετ MackerelͷϫʔΫϩʔυͰΠϯϑϥίετ Λ཈͑ΒΕΔ͔Θ͔Βͳ͍
30. http://developer.hatenastaff.com/entry/2015/12/25/140233
31. ٕज़બ୒ͷϙΠϯτ • ಛʹσʔλϕʔε͸҆ఆ͢Δ͔Ͳ͏͔͕ॏཁ • ͋·Γ࢖ΘΕ͍ͯͳ͍OSSͷ࠾༻͸ආ͚͍ͨ • σʔλϕʔεܥͷOSS͸ݕূɾӡ༻ίετ͕ඇৗʹେ͖͍ • طଘͷ࣌ܥྻσʔλϕʔε͸ಋೖ·Ͱָ͕ͳ୅ΘΓʹɺॊ ೈੑ͕௿͍ • Πϯϑϥίετ͕ଟগ૿͑ͨͱͯ͠΋ɺࠓޙͷػೳ֦ॆ ΍ڝ߹༏ҐੑΛ֬อ͍ͨ͠
32. AWSϚωʔδυαʔϏε ͷ࠾༻
33. AWSϚωʔδυαʔϏε্ʹ ಠࣗͷ࣌ܥྻDBΞϓϦέʔγϣϯ Λ࣮૷
34. ͳͥAWS͔ • Amazon DynamoDBɺAmazon S3ɺAmazon Kinesis ͱ͍ͬͨϑϧϚωʔδυͳσʔλετΞ͕͋Δ • ੑೳΛ͓ۚʹ׵ࢉͯ͠ܭࢉ͠΍͍͢ • GCPɺAzureͳͲ͸ࣾ಺࣮੷͕ͳ͍ • Mackerelͷ੒௕଎౓΍ࠓޙ΍Γ͍ͨ͜ͱΛؑΈͯɺ͋ Δఔ౓ͷϩοΫΠϯΛड͚ೖΕΔ͜ͱʹܾఆ
35. ͳͥಠ࣮ࣗ૷͔ • MackerelͷཁٻΛຬ࣮ͨ͢૷͕ͳ͍ • ΋͘͠͸ཁٻΛຬ͔ͨ͢Ͳ͏͔Λݕূ͕ऴΘΔ·Ͱ ʹ͕͔͔࣌ؒΔ • AWSϚωʔδυαʔϏε࠾༻ʹΑΓσʔλϕʔεͷ ݕূ/ӡ༻ίετΛ࡟ݮͰ͖ΔͷͰɺͦͷ͔ΘΓͷ։ ൃ޻਺Λ֬อͰ͖Δ
36. ݱঢ়ͷ՝୊ (࠶ܝ) • ෛՙ෼ࢄͷӡ༻ίετͷ௿ݮ • σʔλอ࣋ظؒͷԆ௕ • σʔλϩετ଱ੑͷ޲্ • σΟεΫ࢖༻ޮ཰ͷ޲্
37. ෛՙ෼ࢄͷӡ༻ίετᶃ • Amazon DynamoDB/Amazon S3ͳͲͷϑϧϚωʔ δυαʔϏεͷར༻ʹΑΓɺӡ༻ίετΛ࡟ݮ • γϟʔσΟϯάͷͨΊͷΩʔͷઃܭΛؒҧ͑ͳ͚Ε ͹ɺ͓ۚΛ෷ͬͨ෼͚ͩI/Oεϧʔϓοτ͕εέʔϧ • αʔό௥Ճɾ࡟ݮ࡞ۀ͕ෆཁ
38. ෛՙ෼ࢄͷӡ༻ίετᶄ • ͱ͜Ζ͕DynamoDBͷσΟεΫI/Oίετ͕ߴ͍ • ࠓͷMackerelͷI/OΛ޻෉ͳ͠ͰDynamoDBʹ޲͚ΔͱΠ ϯϑϥίετ͕ܹ૿͢Δ • ݸʑͷσʔλϙΠϯτΛผʑʹॻ͖ࠐΉͷͰ͸ͳ͘·ͱΊ ͯॻ͖ࠐΈɺI/OίετΛԼ͛Δඞཁ͕͋Δ • ࠷ऴతʹ͸ɺલஈʹAmazon ElastiCache(Redis)Λ഑ஔ ͠ɺόοϑΝ૚ͱΈͨͯͯར༻͢Δ͜ͱʹͳͬͨ
39. σʔλอ࣋ظؒͷԆ௕ᶃ • DynamoDBͷσΟεΫ༰ྔ୯Ձ͸ײ֮తʹ͸͍҆ • ͔͠͠ɺS3ͷίετ͸ελϯμʔυετϨʔδͰ΋ DynamoDBͷ1/10ఔ౓ • ͜͜ͰίετΛු͔͓͚ͤͯ͹ɺଞͷػೳ֦ॆʹίετΛ ͋ͯΒΕΔͨΊɺͳΔ΂͘S3Λ࢖͍͍ͨ • S3ʹஔ͍͓͚ͯ͹ɺσʔλղੳܥͷAWSαʔϏεͱ࿈ܞ͠ ΍͍͢ͱ͍͏ͷ΋͋Δ
40. σʔλอ࣋ظؒͷԆ௕ᶄ • Mackerelͷ৔߹ɺݹ͍ߴղ૾౓σʔλ͸΄ͱΜͲࢀর ͞Εͳ͍ (ࢀরہॴੑ) • ࢀরճ਺͕গͳ͍σʔλͷදࣔ͸ɺଟগϨεϙϯε͕ ஗ͯ͘΋Α͍ • ͜ͷੑ࣭Λར༻͠ɺϗοτσʔλΛDynamoDBɺίʔ ϧυσʔλΛS3ʹ഑ஔ͢Δ͜ͱͰίετ࠷దԽ͢Δ
41. ͜ͷ࣌఺Ͱ ֊૚ܕσʔλετΞΞʔΩςΫνϟ ʹͳΔ͜ͱ͕ܾఆ
42. σʔλϩετ଱ੑͷ޲্ • σΟεΫॻ͖ࠐΈ͢ΔϝοηʔδΩϡʔΛ࠾༻ • OSSͰ͋Ε͹Kafka΍RabbitMQͳͲ • AWSͰ͸ɺAmazon Kinesis Streams • ௚ۙͷ24࣌ؒ෼ͷϨίʔυΛσΟεΫʹอଘ • AWS LambdaʹϨίʔυΛ౉͢͜ͱ͕؆୯
43. σΟεΫ࢖༻ޮ཰ͷ޲্ • σʔλߏ଄(ޙड़)͕શ͘ҟͳΔͨΊɺະདྷͷྖҬΛ֬ อ͢Δ͜ͱ͸͠ͳ͍ͷͰɺແବ͕ͳ͍ • ଞͷOSSͷ࣌ܥྻDB͕࣮૷͍ͯ͠ΔΑ͏ͳѹॖอଘ ͸΍Βͳ͍ • S3Λར༻͢Δ͜ͱͰσΟεΫ࢖༻ίετΛԼ͍͛ͯ ΔͷͰѹॖอଘ͸΍Βͳͯ͘Α͍ͱ൑அ
44. ݱঢ়ͷ՝୊ͱղܾ ·ͱΊ ✓ ෛՙ෼ࢄͷӡ༻ίετͷ௿ݮ ➡ ElastiCacheͱDynamoDBʹΑΓεέʔϥ ϏϦςΟͱӡ༻ޮ཰Λ֬อ ✓ σʔλอ࣋ظؒͷԆ௕ ➡ S3ʹΑΓ༰ྔ୯Ձͷ௿͍ετϨʔδ
45. ݱঢ়ͷ՝୊ͱղܾ ·ͱΊ ✓ σʔλϩετ଱ੑͷ޲্ ➡ Kinesis StreamsΛલஈʹ഑ஔ ✓ σΟεΫ࢖༻ޮ཰ͷ޲্ ➡ σΟεΫ࢖༻ޮ཰Λҙࣝͨ͠σʔλߏ଄ͱ S3ͷར༻
46. ࣌ܥྻσʔλΛಡΈग़͢෦෼Λ Microservicesͱͯ͠։ൃ
47. Microservicesͷ։ൃ • Graphiteޓ׵ͷΠϯλϑΣʔεΛ࣮૷͠ɺΠϯλϑΣʔ εมߋίετΛ࠷খԽ • MackerelͰ͸ຊମΞϓϦέʔγϣϯ͸ScalaɺαςϥΠτ ͷΞϓϦέʔγϣϯ͸GoͳͷͰɺࠓճ΋GoΛ࠾༻ • ੑೳ޲্ͷͨΊʹσʔλετΞ΁ฒߦͯ͠ΫΤϦൃߦ͢ Δ͜ͱ͕༧૝Ͱ͖ͨͷͰɺܰྔεϨουΛ΋ͭGo͸Α͍ બ୒
48. ৽࣌ܥྻσʔλϕʔε ΞʔΩςΫνϟͷઃܭ
49. ৽࣌ܥྻDBΞʔΩςΫνϟ֓ཁ • ۚમίετ࠷దԽͷͨΊʹࢀরہॴੑΛར༻ • ϗοτσʔλΛDynamoDBɺίʔϧυσʔλΛS3ʹ഑ஔ • writeόοϑΝͱͯ͠Amazon ElastiCache(Redis)Λར༻ • DynamoDBͷTTLػೳʹΑΓγʔϜϨεʹσʔλҠಈ • ॻ͖ࠐΈΛAmazon Kinesis StreamsͰड৴͠ɺσʔλϩ ετ଱ੑͱ଱ো֐ੑͷ޲্ • Graphiteޓ׵ΠϯλϑΣʔεͰ֤ετϨʔδ͔Βσʔλऔ ಘ͢ΔWebΞϓϦέʔγϣϯΛ࣮૷
50. σʔλετΞؒͷγʔϜϨεͳσʔλҠಈ • ෳ਺ͷσʔλετΞΛ૊Έ߹ΘͤΔ৔߹ɺσʔλΛγ ϯϓϧͳख๏ͰҠಈͤ͞Δ͜ͱ͕೉͍͠ • 2017೥2݄ʹDynamoDB͕TTLαϙʔτ • ΞΠςϜ୯ҐͰTTLΛઃఆՄೳ • DynamoDB TriggersʹΑΓɺTTLΠϕϯτΛܖػʹ LambdaΛىಈ • DynamoDB͔ΒS3΁ͷݹ͍σʔλͷҠಈ͕༰қʹ
51. Mackerel ࣌ܥྻσʔλ֓؍ ࣌ܥྻ σʔλϕʔε .BDLFSFM
    "QQ
    4DBMB "HFOU ϝτϦοΫ ౤ߘ read/write datapoints 6TFS άϥϑදࣔ
52. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read
53. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read
54. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read ֊૚ܕσʔλετΞ Buffer Hot Data Cold Data
55. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read ίϯϙʔωϯτؒ ͷ઀ଓ
56. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read 3छྨͷσʔλϕʔε͔Β σʔλΛಡΈग़͢ WebΞϓϦέʔγϣϯ
57. write datapoints Kinesis Streams Lambda read datapoints ElastiCache DynamoDB Lambda TTL expired flush write Web App (Golang) S3 read read read DynamoDB TTLʹΑΔ γʔϜϨεͳσʔλҠಈ
58. ৽࣌ܥྻσʔλϕʔε ΞʔΩςΫνϟͷ࣮૷
59. ΞʔΩςΫνϟͷ࣮૷ • σʔλߏ଄ • RedisͰͷόοϑΝϦϯά • Graphiteޓ׵ΞϓϦέʔγϣϯͷI/OଟॏԽ ※࣮૷͸࣌ܥྻσʔλϕʔεݻ༗ͷ࿩ʹͳΔ
60. σʔλߏ଄ ϝτϦοΫ໊ [ ɹ… ] : {timestamp, value} Key Value ※࣮ࡍʹ͸ɺ֤ετϨʔδ͝ͱʹ޻෉͕͋Δ
61. σʔλߏ଄ ϝτϦοΫ໊ [ ɹ… ] Key Value άϥϑදࣔͰ͸࣌ܥྻʹฒΜͩσʔλϙΠϯ τΛҰ੪ʹಡΈऔΔ
62. RedisͰͷόοϑΝϦϯά • cronͷΑ͏ͳόονॲཧʹΑΔϑϥογϡ͸ͨ͘͠ͳ͍ • Redis্ͷಉҰϝτϦοΫͷσʔλϙΠϯτ਺͕ҰఆҎ্ʹͳ ΔͱDynamoDBͷରԠ͢ΔϨίʔυʹϑϥογϡॻ͖ࠐΈ • ʮ࣌ܥྻʯσʔλͳͷͰɺಉ࣌ʹಉ͡ܥྻͷσʔλϙΠϯτ͸ ౸ண͠ͳ͍ͨΊɺόοϑΝͯ͠଴ͭඞཁ͕͋Δ • Lambda Function্ͰσʔλϙΠϯτ͕౸ண͢ΔͨͼʹɺϙΠ ϯτ਺͕ҰఆҎ্͔Ͳ͏͔൑ఆ͠ɺDynamoDB΁ϑϥογϡ
63. RedisͰͷόοϑΝϦϯά ϝτϦοΫ໊ [ ɹ… ] Redis DynamoDB ϝτϦοΫ໊ [ ɹ… ] Flush >= Nݸ
64. Graphiteޓ׵ΞϓϦέʔγϣϯͷI/OଟॏԽ • I/OଟॏԽʹΑΔಡΈग़͠࠷దԽ͸ੑೳ؍఺Ͱඞਢ • 1ͭͷϝτϦοΫॲཧʹରͯ͠goroutineΛׂΓ౰ͯ • ElastiCache/DynamoDB/S3ͷ֤σʔλετΞͷॲཧʹର ͯ͠goroutineΛׂΓ౰ͯ • ֤σʔλετΞ಺ͷ1Ϩίʔυʹରͯ͠goroutineׂΓ౰ͯ • ͨͩ͠DynamoDBʹ͍ͭͯ͸BatchGetItem APIΛར༻
65. Graphiteޓ׵ΞϓϦέʔγϣϯͷI/OଟॏԽ ElastiCache DynamoDB S3 . . . . . . . . . . . . ϝτϦοΫ goroutine Ϩίʔυ
66. ίʔυωʔϜ Diamond ݱࡏ։ൃத
67. ·ͱΊ • Write-Intensive ApplicationͷAWSʹ͓͚ΔઃܭࣄྫΛ঺հ • Amazon ElastiCacheɺAmazon DynamoDBɺAmazon S3 Λ૊Έ߹Θͤͨ֊૚ܕσʔλετΞΞʔΩςΫνϟͷఏҊ • Amazon Kinesis StreamsɺAWS LambdaΛކͱͯ͠ίϯ ϙʔωϯτؒΛ઀ଓ • Amazon DynamoDB TTLʹΑΔγʔϜϨεͳσʔλ഑ஔ
68. ҰൠԽͷͨΊͷٞ࿦ • ඞͣ3֊૚ʹ͢Δඞཁ͸ͳ͍ • σΟεΫ࢖༻͕গͳ͚Ε͹ ElastiCache + DynamoDB • I/O͕গͳ͚Ε͹ DynamoDB + S3 • readϨΠςϯγΛؾʹ͠ͳ͚Ε͹ɺRedis + S3 • 3֊૚͋Ε͹ଟ͘ͷঢ়گͰίετΛ࠷దԽͰ͖Δ
69. DiamonDB https://github.com/yuuki/diamondb ※ݸਓ։ൃͷOSSϓϩμΫτͰ͋Γ MackerelͰ։ൃதͷ΋ͷͱ͸ίʔυϕʔε͕ҟͳΓ·͢
70. ࣌ܥྻσʔλϕʔεͱ͍͏֓೦ ΛΫϥ΢υͷٕͰ࠶ߏங͢Δ ͸ͯͳ id:y_uuki AWS Summit Tokyo 2017
71. Mackerelలࣔϒʔε΁ ͥͻ͓ӽ͠Լ͍͞