AWSで始めるビッグデータ分析 Developers.IO 2017

Developers.IO 2017登壇資料

Transcript

1. "84Ͱ࢝ΊΔϏοάσʔλ෼ੳ %FWFMPQFST*0
    ೥݄೔
   Ϋϥεϝιουגࣜձࣾ
   ീ഼๛
2. ࣗݾ঺հ wീ഼๛ʢ:VUBLB
   :BXBUBʣ
   wϓϦηʔϧε୲౰
   wݩ&31ύοέʔδͷج൫ίϯαϧ
   wझຯɿϚϥιϯ ࣗݾ঺հ 
3. ΞδΣϯμ ͜ͷηογϣϯʹ͍ͭͯ
   ύΠϓϥΠϯͰߟ͑Δσʔλ෼ੳج൫ɹ
   σʔλ෼ੳʹޮ͘"84αʔϏε
   σʔλ෼ੳϦϑΝϨϯεΞʔΩςΫνϟ
   
4. ͜ͷηογϣϯʹ͍ͭͯ
   ύΠϓϥΠϯͰߟ͑Δσʔλ෼ੳج൫ɹ
   σʔλ෼ੳʹޮ͘"84αʔϏε
   σʔλ෼ੳϦϑΝϨϯεΞʔΩςΫνϟ
   
5. ηογϣϯͷର৅ऀ w"84Ͱσʔλ෼ੳΛ࢝Ί͍ͨ
 ʜԿ͔Β࢝ΊͨΒΑ͍͔Θ͔Βͳ͍
   w"84Ͱσʔλ෼ੳج൫Λߏங͢ΔͨΊͷ
 ϕετϓϥΫςΟεΛ஌Γ͍ͨ
   w"84ͷར༻ܦݧ͕͋Δ 71$
   &$
   3%4
   4
   FUD 
6. ͜ͷηογϣϯͰ͓࿩͠͠ͳ͍͜ͱ wͳͥ"84͔ʁ
   w֤"84αʔϏεͷৄࡉͳػೳ΍εϖοΫ
   wσʔλ෼ੳϓϩδΣΫτͷਐΊํ
   wػցֶशɺ"* 
7. ͜ͷηογϣϯʹ͍ͭͯ
   ύΠϓϥΠϯͰߟ͑Δσʔλ෼ੳج൫ɹ
   σʔλ෼ੳʹޮ͘"84αʔϏε
    σʔλ෼ੳϦϑΝϨϯεΞʔΩςΫνϟ
   
8. ༷ʑͳϏοάσʔλ ɨ  104σʔλ ϞόΠϧΞϓϦ ߦಈϩά ΫϦοΫ
 ετϦʔϜ  4/4 ηϯλʔσʔλ  ɓ
9. σʔλ෼ੳͰར༻Ͱ͖Δ"84αʔϏε Amazon
 DynamoDB Amazon
 RDS Amazon 
 Redshift Amazon
 S3 AWS Snowball AWS Lambda AWS Batch Amazon EC2 AWS DMS Amazon ES Amazon EMR Amazon Kinesis Amazon
 Athena Amazon CloudSearch Amazon QuickSight AWS Data Pipeline Amazon Machine Learning AWS IoT  ଟछଟ༷ͳαʔϏε܈ σʔλҠߦ σʔλϕʔε ετϨʔδ ෼ੳ ݕࡧ *P5 ίϯϐϡʔςΟϯά ػցֶश
10. ͲͷαʔϏεΛ࢖͏΂͖͔ʁ  3FETIJGU࢖ͬͨํ͕Α͍ʁ3%4Ͱ΋େৎ෉ʁ Ͳ͏΍ͬͯ"84ʹσʔλΛΞϓϩʔυ͢Δʁ ,JOFTJTͱ໊ͷ෇͘αʔϏε͕ͭ΋ɺɺɺ
11. σʔλ෼ੳΞʔΩςΫνϟͷݪଇ  wσʔλ෼ੳΛύΠϓϥΠϯͰߟ͑Δ
    w ऩूɺલॲཧɺอଘɺ෼ੳɺՄࢹԽ
    w"84ͷ֤αʔϏε͕Կʹ࠷దԽ͞Ε͍ͯΔ͔ʁ·ͨ
 ࠷దԽ͞Εͨ݁ՌͷτϨʔυΦϑ͸Կ͔ʁΛཧղ͢Δ
    w εϧʔϓοτɺϨΠςϯγʔɺεέʔϥϏϦςΟɺ
 ѻ͑ΔσʔλλΠϓʗσʔλߏ଄ɺΧελϚΠζੑɺ
 ্ݶ஋ɺίετ
    w֤αʔϏεͷಛ௃Λཧղ্ͨ͠ͰɺύΠϓϥΠϯ্ͷ
 ͦΕͧΕͷδϣϒʹ࠷దͳαʔϏεΛબ୒͢Δ
12. ϏοάσʔλύΠϓϥΠϯ લॲཧ ऩू อଘ ෼ੳ ՄࢹԽ |   
13. ϏοάσʔλύΠϓϥΠϯ
    
    ऩू લॲཧ ऩू อଘ ෼ੳ ՄࢹԽ |   
14. ऩू ϑΝΠϧ ετϦʔϜ w ച্σʔλ
    w ސ٬Ϛελ
    w ঎඼Ϛελ w ߦಈϩά
    w ΫϦοΫετϦʔϜ
    w *P5ηϯαʔσʔλ ɏ σʔλλΠϓʹண໨ AWS IoT Amazon S3 Amazon Kinesis Streams Amazon Kinesis Firehose … … … 
15. ूΊͨσʔλ͸4ʹू໿ Amazon S3 Amazon EC2 AWS Aurora Amazon Redshift AWS Lambda Amazon ES Amazon EMR Amazon CloudSearch Amazon QuickSight Amazon Athena AWS IoT Amazon Kinesis Streams Amazon Kinesis Firehose AWS DMS AWS Batch  AWS DynamoDB AWS Lambda AWS Data Pipeline
16. ϏοάσʔλύΠϓϥΠϯ
    
    લॲཧ લॲཧ ऩू อଘ ෼ੳ ՄࢹԽ |   
17. લॲཧ ϦΞϧλΠϜ όον w ࣌ؒຖɺ೔࣍ɺि࣍ɺ
    w εϧʔϓοτॏࢹ w ஞ࣍ॲཧ
    w ϨΠςϯγʔॏࢹ Amazon EMR Amazon EC2 AWS Lambda Amazon Kinesis Analytics ɏ ϫʔΫϩʔυʹண໨ ƽ 
18. ϏοάσʔλύΠϓϥΠϯ
    
    ෼ੳɾอଘ લॲཧ ऩू อଘ ෼ੳ ՄࢹԽ |   
19. อଘɾ෼ੳ σʔλߏ଄ ΞΫηεύλʔϯ อଘ ෼ੳ ݻఆ͞ΕͨεΩʔϚ ෳࡶͳϦϨʔγϣφϧΫΤϦɺ
    ଟ਺ͷϢʔβʔ͔Βͷಉ࣌ΞΫηε 3%4 େن໛σʔλͷूܭɾநग़ 3FETIJGU 4 3FETIJGU
    4QFDUSVN εΩʔϚϨε γϯϓϧͳΫΤϦɺ௿͍ϨΠςϯγʔ %ZOBNP%# ੜσʔλʹର͢ΔΞυϗοΫ෼ੳ 4 &.3
 1SFTUP
    *NQBMB
    4QBSL
    "UIFOB "UIFOB શจݕࡧ &MBTUJD4FBSDI
    4FSWJDF
    $MPVE4FBSDI ɏ σʔλߏ଄ɺΞΫηεύλʔϯʹண໨ 
20. ϏοάσʔλύΠϓϥΠϯ
    
    ՄࢹԽ લॲཧ ऩू อଘ ෼ੳ ՄࢹԽ |   
21. ՄࢹԽ ఏڙํ๏ ՄࢹԽπʔϧ ηϧϑ#* "NB[PO
    2VJDL4JHIU ఆܕϨϙʔτ ΧελϜ8FCΞϓϦέʔγϣϯ
    w %ZOBNP%#
    
    -BNCEB
    
    "1*
    (BUFXBZ
    
    4
    w 3%4
    
    &$
 ϩά෼ੳͷμογϡϘʔυ "NB[PO
    &MBTUJD4FBSDI
    4FSWJDF ,JCBOB  ɏ σʔλͷఏڙํ๏ʹண໨͢Δ w "84αʔϏεͷબ୒ࢶ͸গͳ͍αʔυύʔςΟ੡ͷ
 πʔϧ΋ݕ౼
    ǟ
    ǟ
22. ͜ͷηογϣϯʹ͍ͭͯ
    ύΠϓϥΠϯͰߟ͑Δσʔλ෼ੳج൫ɹ
    σʔλ෼ੳʹޮ͘"84αʔϏε
    σʔλ෼ੳϦϑΝϨϯεΞʔΩςΫνϟ
     
23. σʔλ෼ੳʹޮ͘"84αʔϏε Amazon S3 Amazon EC2 AWS Aurora Amazon Redshift AWS Lambda Amazon ES Amazon EMR Amazon CloudSearch Amazon QuickSight Amazon Athena AWS IoT Amazon Kinesis Streams Amazon Kinesis Firehose AWS DMS AWS Batch  AWS DynamoDB AWS Lambda AWS Data Pipeline ओཁͳαʔϏε ಠஅͱภݟ 
 ͭΛ͝঺հ
24. "NB[PO
    3FETIJGU w%8)ಛԽͷߴ଎3%#
    w.11ɺγΣΞʔυφογϯά
 ˠ
    εέʔϧΞ΢τͰ͖Δ
    w1PTUHSF42-ޓ׵ͷ42-͕࢖͑Δ  ϊʔυ ϊʔυ ϊʔυ ϊʔυ 42- Amazon
 Redshift
25. 3FETIJGUͷύϑΥʔϚϯενϡʔχϯά ✦ "NB[PO
    3FETIJGU
    ςʔϒϧઃܭৄࡉΨΠυ
    
 r෼ࢄελΠϧͱιʔτΩʔͷܾఆํ๏r
    w IUUQTEBXTTUBUJDDPNFWFOUTKQTVNNJUTMJEF%5QEG
    w IUUQTXXXZPVUVCFDPNXBUDI W0:-7E9509H  wύϑΥʔϚϯεΛҾ͖ग़͢ʹ͸ςʔϒϧઃܭ͕ॏཁ
    w ෼ࢄΩʔ
    w ιʔτΩʔ
    w ѹॖλΠϓ
26. "NB[PO
    3FETIJGU
    
    Ձ֨
    ϊʔυλΠϓ W$16਺ ϝϞϦ༰ྔ ετϨʔδ༰ྔ ϊʔυ਺ Ձ֨
 ϊʔυʗ࣌ؒ *0ੑೳॏࢹ
 44%λΠϓ EDMBSHF  (J# 5# ʙ  EDYMBSHF  (J# 5# ʙ  ετϨʔδ༰ྔॏࢹ
 )%%λΠϓ ETYMBSHF  (J# 5# ʙ  ETYMBSHF  (J# 5# ʙ  ˞Ձ֨͸͢΂ͯ౦ژϦʔδϣϯɺ೥݄೔࣌఺ͷ΋ͷͰ͢ɻ  wϊʔυλΠϓຖʹετϨʔδ༰ྔ͕ܾ·͍ͬͯΔ
    wΫϥελʔͷෳ੡ɺϊʔυλΠϓ΍ϊʔυ਺ͷมߋ͸ൺֱత༰қ
 ˠ
    ੑೳݕূΛߦͬͯϊʔυλΠϓΛܾఆ͢Δ
27. "NB[PO
    3FETIJGU
    4QFDUSVN  Amazon S3 w 3FETIJGU͔Β4্ͷϑΝΠϧʹ௚઀ΫΤϦͰ͖Δ
 σʔλϩʔυෆཁ
    w ༷ʑͳϑΝΠϧϑΥʔϚοτʹରԠ
 $47ɺ547ɺ1BSRVFU౳ʣ
    w ΞΫηεස౓͕௿͍σʔλΛ4΁Φϑϩʔυ
 ˠ
    ίετ࡟ݮ
    w ΫΤϦ୯Ґͷैྔ՝ۚ
    
    
 εΩϟϯ͞Εͨσʔλ5#͋ͨΓ 4QFDUSVN૚
    $47
    547
    
 1BSRVFU
    FUD 3FETIJGU্ͷςʔϒϧͱ δϣΠϯͰ͖Δ SQL
28. "NB[PO
    4QFDUSVNར༻্ͷ஫ҙ఺  w֎෦දʹର͢Δ4&-&$5ͷΈՄ ߋ৽͸຤αϙʔτ
    w+40/ʹ͸ରԠ͍ͯ͠ͳ͍
    wόʔδχΞ๺෦ɺΦϨΰϯɺΦϋΠΦϦʔδϣϯͰͷΈ
 ར༻Մೳ
    ˞͍ͣΕ΋೥݄೔࣌఺ͷ৘ใͰ͢ɻ
29. "NB[PO
    &.3 wϚωʔδυ)BEPPQΫϥελʔ
    w ਺෼ͰΫϥελʔΛىಈ
    w δϣϒऴྃ࣌ʹΫϥελʔΛ࡟আ
    w)JWFɺ4QBSLɺ1SFTUPͳͲͷ
 ෼ࢄॲཧΞϓϦέʔγϣϯΛ࣮ߦ
    wσʔλετΞͱͯ͠4͕࢖͑Δ
    w%ZOBNP%#΍,JOFTJT
    4USFBNT
 ͷσʔλʹ΋௚઀ΞΫηεͰ͖Δ Amazon EMR
 Cluster 
 JOQVU Amazon
 DynamoDB Amazon S3 Amazon Kinesis Streams 
 PVUQVU 
30. 3FETIJGUͱ&.3 )BEPPQ  wڞ௨ɿ෼ࢄॲཧɺεέʔϧΞ΢τͰ͖Δ
    wߏ଄Խσʔλɿ3FETIJGU
    wඇߏ଄Խɺ൒ߏ଄Խσʔλɿ&.3 )BEPPQ
    w%8)༻్Ͱ͋Ε͹ӡ༻ɺ҆ఆੑɺίετͷ؍఺Ͱ
 3FETIJGUͷར༻Λਪ঑
    wΑ͋͘Δύλʔϯɿ
 &.3 )BEPPQ Ͱඇߏ଄Խʗ൒ߏ଄ԽσʔλΛ
 ߏ଄Խσʔλ΁ม׵͠3FETIJGU΁ϩʔυ
31. "NB[PO
    "UIFOB  Amazon S3 w Ϛωʔδυ1SFTUP
    w αʔόʔϨε
    w 4্ͷϑΝΠϧʹ௚઀ΫΤϦͰ͖Δ
    w ༷ʑͳϑΝΠϧϑΥʔϚοτΛαϙʔτ
 $47ɺ547ɺ1BSRVFUɺ+40/ɺ"WSP౳ʣ
    w ΫΤϦ୯Ґͷैྔ՝ۚ
    
    
 εΩϟϯ͞Εͨσʔλ5#͋ͨΓ Amazon Athena SQL
32. "NB[PO
    "UIFOBར༻্ͷ஫ҙ఺  wΫΤϦ͸෼ͰλΠϜΞ΢τ
    w4&-&$5
    */4&35
    ʹ͸ະରԠ
    wϦτϥΠػߏ͕ͳ͍
    wόονॲཧʹ͸޲͔ͳ͍
 (޲͔͍ͳ͍͚ͩͰͰ͖ͳ͘͸ͳ͍) wΞυϗοΫΫΤϦ޲͚

33. "NB[PO
    ,JOFTJT
    4USFBNT wετϦʔϜσʔλͷऩूͱอଘ
    w อଘظؒ͸࣌ؒʙ࠷େ೔ؒ
    wϦΞϧλΠϜॲཧ
    w σʔλͷೖྗ͔Βऔಘ·Ͱͷ஗Ԇ͸௨ৗඵະຬ
    wߴ͍εέʔϥϏϦςΟ
    w εϧʔϓοτ΍σʔλྔʹԠͯ͡εέʔϧΠϯʗΞ΢τՄೳ γϟʔυͷ෼ׂɺ౷߹  Amazon Kinesis Streams AWS Lambda Amazon EMR Amazon Kinesis–
 enabled app Amazon Redshift Amazon DynamoDB Amazon S3 Put Put Get Get Get AWS IoT Put
34. "NB[PO
    ,JOFTJT
    'JSFIPTF wετϦʔϜσʔλͷऩूͱ഑৴
    wϓϩάϥϜ։ൃෆཁɺઃఆͷΈͰ4ɺ3FETIJGUɺ&MBTUJD4FBSDI
    4FSWJDF
 ʹσʔλΛ഑৴Ͱ͖Δ ஗Ԇ͸࠷୹Ͱඵʙ࠷େඵ
    wεϧʔϓοτʹԠͯࣗ͡ಈεέʔϧ
    wετϦʔϜσʔλʹରͯ͠"84
    -BNCEBΛ࣮ߦͰ͖Δ
 σʔλม׵ॲཧͳͲ  Amazon Kinesis Firehose Amazon ES Amazon S3 AWS IoT Amazon Redshift Delivery Put Put Put Delivery Delivery AWS Lambda
35. "NB[PO
    ,JOFTJT
    "OBMZUJDT Amazon Kinesis Streams AWS IoT Put Put Put Amazon Kinesis Analytics w ετϦʔϜσʔλʹରͯ͠42-ΫΤϦΛ࣮ߦͰ͖Δ
    w ,JOFTJT
    4USFBNT'JSFIPTF͔Β*OQVU
    ˠ
    ,JOFTJT
    4USFBNT'JSFIPTFʹ0VUQVU
    
    w εϧʔϓοτʹԠͯࣗ͡ಈεέʔϧ Amazon Kinesis Firehose Amazon Redshift SQL
36. ,JOFTJT
    4USFBNTͱ'JSFIPTFͷൺֱ ػೳ ϨΠςϯγʔ σʔλͷॲཧ εέʔϧΞ΢τʗΠϯ ౦ژϦʔδϣϯͰͷ
 ར༻Մ൱ ,JOFTJT
 4USFBNT ετϦʔϜσʔλͷ
 ऩूͱอଘ ໿ඵ ΧελϜ
 ΞϓϦέʔγϣϯ ϢʔβʔଆͰ
 ίϯτϩʔϧ Մ ,JOFTJT
 'JSFIPTF ετϦʔϜσʔλͷ
 ऩूͱ഑৴ ࠷୹ඵ 4ɺ3FETIJGUɺ
 &MBTUJD4FBSDI
    4FSWJDFʹࣗಈ഑৴ ࣗಈ ൱
 όʔδχΞɺΦϨΰϯɺ
 ΞΠϧϥϯυͷΈ  w·ͣ͸,JOFTJT
    'JSFIPTFΛݕ౼
    wϨΠςϯγʔɺσʔλॲཧύλʔϯͰ൑அͯ͠
 ,JOFTJT
    'JSFIPTFͰࣄ଍Γͳ͍৔߹͸,JOFTJT
    4USFBNTΛར༻
37. ,JOFTJTͷՁ֨  Kinesis Streams ߲໨ ྉۚ ౦ژϦʔδϣϯ γϟʔυ࣌ؒ
 .#ඵͷσʔλೖྗͱ.#ඵͷσʔλग़ྗ  165ϖΠϩʔυϢχοτ ,# 
   Ϣχοτ͝ͱ  ֦ுσʔλอ࣋ظݶ ࠷େ
    
    ೔ؒ ɺγϟʔυ࣌ؒ͝ͱ
     ˞Ձ֨͸͢΂ͯ೥݄೔࣌఺ͷ΋ͷͰ͢ɻ Kinesis Firehose ߲໨ ྉۚ όʔδχΞϦʔδϣϯ औΓࠐ·Εͨσʔλྔ(#͋ͨΓ
    ʙ
    
 ˞5JFSྉۚ
    Kinesis Analytics ߲໨ ྉۚ όʔδχΞϦʔδϣϯ ,16 ,JOFTJT
    1SPDFTTJOH
    6OJU ɺ࣌ؒ͋ͨΓ 
    
 ˞5JFSྉۚ
    
38. "NB[PO
    2VJDL4JHIU w Ϛωʔδυ#*αʔϏε
    w "84಺֎ͷσʔλιʔεʹ઀ଓͰ͖Δ
    w 41*$& ΠϯϝϞϦॲཧʹ࠷దԽ͞Εͨߴ଎σʔλϕʔε ʹ
 σʔλΛऔΓࠐΉ͜ͱͰߴ଎ͳ෼ੳ͕Ͱ͖Δ Amazon QuickSight
39. 2VJDL4JHIU
    
    Ձ֨
    ແྉ࿮ ແྉ࿮
 Ϣʔβʔ 4UBOEBSE
    &EJUJPO &OUFSQSJTF
    &EJUJPO αϒεΫϦϓγϣϯ /" ೥ؒ ݄ؒ ೥ؒ ݄ؒ Ϣʔβʔʗ݄      όϯυϧ͞Εͨ
 41*$&༰ྔ (# (# (# (# (# ௥Ճͷ41*$&༰ྔ
 (#͋ͨΓʗ݄  (#  ˞Ձ֨͸೥݄೔࣌఺ͷ΋ͷͰ͢ɻ  w Ϣʔβʔ୯Ґͷ՝ۚͱɺར༻͢ΔετϨʔδ 41*$& ༰ྔʹର͢Δ՝ۚ
    w &OUFSQSJTF
    &EJUJPOɿ
 "%࿈ܞɺ҉߸Խɺ4".-ϕʔεͷϑΣσϨʔςου440Λαϙʔτ
 ࠓޙػೳ͕௥Ճ͞ΕΔ༧ఆ
40. ͜ͷηογϣϯʹ͍ͭͯ
    ύΠϓϥΠϯͰߟ͑Δσʔλ෼ੳج൫ɹ
    σʔλ෼ੳʹޮ͘"84αʔϏε
    σʔλ෼ੳϦϑΝϨϯεΞʔΩςΫνϟ
    
41. ϦϑΝϨϯεΞʔΩςΫνϟ  wǡ ച্෼ੳ
    wΦϯϓϨϛεͷ%#ʹ͋Δച্σʔλ
    wҎԼͷ෼ੳ؀ڥΛఏڙ
    wੜσʔλʹର͢ΔΞυϗοΫ෼ੳ
    wηϧϑ#*
    wఆܕϨϙʔτ
42. ച্෼ੳ
    
    σʔλऩू  ੜσʔλ σʔλ͸4ʹू໿ σʔλΞοϓϩʔυ Internet ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ)
43. ച্෼ੳ
    
    ੜσʔλͷΞυϗοΫ෼ੳ  Amazon
 Athena Amazon
 EMR ੜσʔλ σʔλΞοϓϩʔυ ΞυϗοΫ෼ੳ "UIFOBɺ&.3Ͱ
 ΞυϗοΫ෼ੳ ǟ Internet ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ)
44. ച্෼ੳ
    
    σʔλม׵ɺ੔ܗ  Amazon
 Athena Amazon
 EMR ੜσʔλ Ճ޻ࡁΈσʔλ Amazon
 EMR σʔλΞοϓϩʔυ ΞυϗοΫ෼ੳ σʔλม׵ɺ੔ܗ &.3Ͱσʔλม׵ɺ੔ܗ
    ؆қͳॲཧͰ͋Ε͹&$Ͱࡁ·ͤΔ͜ͱ΋ ǟ Internet ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ)
45. ച্෼ੳ
    
    3FETIJGU΁औࠐΈ  Amazon
 Athena Amazon
 EMR ੜσʔλ Ճ޻ࡁΈσʔλ Amazon Redshift όοναʔόʔ Amazon
 EMR σʔλϩʔυ ίϚϯυ࣮ߦ σʔλΞοϓϩʔυ ΞυϗοΫ෼ੳ σʔλม׵ɺ੔ܗ όοναʔόʔͰ
 $01:ίϚϯυΛ࣮ߦ ǟ Internet ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ)
46. ച্෼ੳ
    
    3FETIJGU΁औࠐΈ  Amazon
 Athena Amazon
 EMR ੜσʔλ Ճ޻ࡁΈσʔλ Amazon Redshift όοναʔόʔ Amazon
 EMR σʔλϩʔυ ίϚϯυ࣮ߦ σʔλΞοϓϩʔυ ΞυϗοΫ෼ੳ σʔλม׵ɺ੔ܗ σΟϝϯγϣϯ
    ςʔϒϧ͸
    3FETIJGU΁ 4QFDUSVN
    ϑΝΫτςʔϒϧ͸4ʹɻ
    4QFDUSVNͰΞΫηε ǟ Internet ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ) Redshift Spectrum͕౦ژϦʔδϣϯͰ࢖͑ΔΑ͏ʹͳͬͨΒɺɺɺ
 (·ͨ͸όʔδχΞʗΦϨΰϯϦʔδϣϯͰ෼ੳج൫Λߏங͢ΔͳΒɺɺɺ)
47. ച্෼ੳ
    
    #*πʔϧͰ෼ੳɺՄࢹԽ  Amazon
 Athena Amazon
 EMR ੜσʔλ Ճ޻ࡁΈσʔλ Amazon QuickSight Amazon Redshift όοναʔόʔ Amazon
 EMR σʔλϩʔυ ίϚϯυ࣮ߦ σʔλΞοϓϩʔυ ΞυϗοΫ෼ੳ σʔλม׵ɺ੔ܗ 4QFDUSVN
    2VJDL4JHIUͰՄࢹԽɻ
    ͦͷଞ#*πʔϧ΋࢖༻Մೳ ՄࢹԽ ǟ Internet ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ) (όʔδχΞ or ΦϨΰϯ)
48. ച্෼ੳ
    
    Ϩϙʔτఏڙ  Amazon
 Athena Amazon
 EMR ੜσʔλ Ճ޻ࡁΈσʔλ Amazon Redshift όοναʔόʔ Amazon
 EMR 4QFDUSVN
    Amazon RDS for PostgreSQL dblink NBUFSJBMJ[FE
    WJFX 
 Ϩϙʔτදࣔ
 αʔόʔ ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ) σʔλϩʔυ ίϚϯυ࣮ߦ σʔλΞοϓϩʔυ ΞυϗοΫ෼ੳ σʔλม׵ɺ੔ܗ ϨϙʔτӾཡऀ (100ਓʙ) Amazon QuickSight ǟ ՄࢹԽ Internet Internet (όʔδχΞ or ΦϨΰϯ) σʔλϚʔτΛ3%4ʹอଘ͠ɺ
    ϨϙʔτӾཡऀʹ։์
49. ച্෼ੳ
    
    શମ૾  Amazon
 Athena Amazon
 EMR ੜσʔλ Ճ޻ࡁΈσʔλ Amazon Redshift όοναʔόʔ Amazon
 EMR 4QFDUSVN
    Amazon RDS for PostgreSQL dblink NBUFSJBMJ[FE
    WJFX 
 Ϩϙʔτදࣔ
 αʔόʔ Internet σʔλϩʔυ ίϚϯυ࣮ߦ σʔλΞοϓϩʔυ Internet ΞυϗοΫ෼ੳ σʔλม׵ɺ੔ܗ Amazon QuickSight ǟ ϨϙʔτӾཡऀ (100ਓʙ) ՄࢹԽ ෼ੳ୲౰ऀ (਺ਓʙे਺ਓ) (όʔδχΞ or ΦϨΰϯ)
50. ϦϑΝϨϯεΞʔΩςΫνϟ  w ϩά෼ੳ
    w8FCΞϓϦέʔγϣϯͷߦಈϩάͱΞΫηεϩά
    wߦಈϩά͸#*πʔϧͰ෼ੳ
    wΞΫηεϩά͸ɺ
    wϦΞϧλΠϜμογϡϘʔυͰՄࢹԽ
    wಛఆͷ͖͍͠஋Λ௒͑ͨ΋ͷΛνϟοτʹ௨஌
51. ϩά෼ੳ
    
    σʔλऩू  Amazon Kinesis Firehose ߦಈϩά ෼ੳ୲౰ऀ ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ ,JOFTJT
    'JSFIPTF΁
 ϩάσʔλΛ1VU Web/App
 αʔόʔ
52. ϩά෼ੳ
    
    3FETIJGUͱ4΁഑৴  ੜσʔλ Amazon Redshift Web/App
 αʔόʔ Amazon Kinesis Firehose Lambda function ߦಈϩά ෼ੳ୲౰ऀ ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ ϩάσʔλΛ
    3FETIJGUͱ4ʹ഑৴
53. ϩά෼ੳ
    
    #*πʔϧͰ෼ੳɺՄࢹԽ  ੜσʔλ Amazon Redshift Amazon QuickSight Amazon Kinesis Firehose Lambda function ߦಈϩά ෼ੳ୲౰ऀ Internet ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ 2VJDL4JHIUͰՄࢹԽɻ
    ͦͷଞ#*πʔϧ΋࢖༻Մೳ Web/App
 αʔόʔ
54. ϩά෼ੳ
    
    ੜσʔλͷΞυϗοΫ෼ੳ  Amazon
 Athena ੜσʔλ Amazon Redshift Amazon QuickSight Amazon Kinesis Firehose Lambda function ߦಈཤྺ ෼ੳ୲౰ऀ Internet ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ "UIFOBͰ
 ΞυϗοΫ෼ੳ Web/App
 αʔόʔ
55. ϩά෼ੳ
    
    σʔλऩू  Amazon
 Athena ੜσʔλ Amazon Redshift Amazon QuickSight Amazon Kinesis Firehose Lambda function ߦಈϩά ΞΫηεϩά Amazon Kinesis Firehose Lambda function ෼ੳ୲౰ऀ γεςϜ
 ؅ཧऀ Internet ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ ,JOFTJT
    'JSFIPTF΁
 ϩάσʔλΛ1VU Web/App
 αʔόʔ
56. ϩά෼ੳ
    
    &MBTUJD4FBSDIͰՄࢹԽ  Amazon
 Athena ߦಈϩά
 ੜσʔλ Amazon Redshift Amazon QuickSight Amazon Kinesis Firehose Amazon ES Lambda function ߦಈϩά ΞΫηεϩά Amazon Kinesis Firehose ſ Lambda function ෼ੳ୲౰ऀ γεςϜ
 ؅ཧऀ ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ Internet Internet ϩάσʔλΛ
 &MBTUJD4FBSDI
    4FSWJDFʹ഑৴ɻ
 ,JCBOBͰՄࢹԽ Web/App
 αʔόʔ ΞΫηεϩά ੜσʔλ ੜσʔλ͸4ʹอଘ͓ͯ͘͠
57. ϩά෼ੳ
    
    ϦΞϧλΠϜ௨஌  Amazon
 Athena ੜσʔλ Amazon Redshift Amazon QuickSight Amazon Kinesis Streams Amazon Kinesis Analytics Amazon Kinesis Firehose Amazon ES Lambda function ߦಈϩά ΞΫηεϩά Amazon Kinesis Firehose ſ Lambda function Lambda function ෼ੳ୲౰ऀ γεςϜ
 ؅ཧऀ ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ Internet Internet ,JOFTJT
    4USFBNTͷΠϕϯττϦΨʔͰ
 -BNCEBϑΝϯΫγϣϯΛ࣮ߦ͠
 νϟοτʹ௨஌ Web/App
 αʔόʔ ΞΫηεϩά ੜσʔλ ,JOFTJT
    "OBMZUJDTͰ
 σʔλநग़ˍ,JOFTJT
    4USFBNTʹ഑৴
58. ϩά෼ੳ
    
    શମ૾  Amazon
 Athena Amazon Redshift Amazon QuickSight Amazon Kinesis Streams Amazon Kinesis Analytics Amazon Kinesis Firehose Amazon ES Lambda function ߦಈϩά ΞΫηεϩά Amazon Kinesis Firehose ſ Lambda function Lambda function ෼ੳ୲౰ऀ γεςϜ
 ؅ཧऀ ౦ژϦʔδϣϯ όʔδχΞ or ΦϨΰϯϦʔδϣϯ Internet Internet Web/App
 αʔόʔ ΞΫηεϩά ੜσʔλ ߦಈϩά
 ੜσʔλ
59. ·ͱΊ  wσʔλ෼ੳΛύΠϓϥΠϯͰߟ͑Δ
    w ऩूɺલॲཧɺอଘɺ෼ੳɺՄࢹԽ
    w"84ͷ֤αʔϏε͕Կʹ࠷దԽ͞Ε͍ͯΔ͔ʁ·ͨ
 ࠷దԽ͞Εͨ݁ՌͷτϨʔυΦϑ͸Կ͔ʁΛཧղ͢Δ
    w εϧʔϓοτɺϨΠςϯγʔɺεέʔϥϏϦςΟɺ
 ѻ͑ΔσʔλλΠϓɺΧελϚΠζੑɺ্ݶ஋ɺ
 ίετ
    w֤αʔϏεͷಛ௃Λཧղ্ͨ͠ͰɺύΠϓϥΠϯ্ͷ
 ͦΕͧΕͷδϣϒʹ࠷దͳαʔϏεΛબ୒͢Δ
60. ͍͞͝ʹ  w"84͸4ɺ"UIFOBɺ,JOFTJTɺ-BNCEBɺ 2VJDL4JHIUͳͲɺαʔόʔϨεͰ͙͢ʹˍ҆Ձʹ࢖͑Δ
 αʔϏε΋ॆ࣮
    "84ͰϏοάσʔλ෼ੳΛ
 ࢝Ί·͠ΐ͏ʂ
61. ׀幠耮֮׶ָהֲ׀ְׂת׃׋կ