クラスメソッド(株)のIoT事例とバックエンド技術の変遷

Transcript

1. Ϋϥεϝιου ג ͷ*P5ࣄྫ ͱόοΫΤϯυٕज़ͷมભ 
   (JU)VC
   !RVJWFS
   $MBTTNFUIPE
   *OD
   

2. ຊ೔ͷςʔϚ w ʮ*P5ʯͷΩʔϫʔυͰ͸ςʔϚ͕େ͖͗͢Δ
   w ԕִ஍ͷଌఆσʔλΛதԝγεςϜʹू໿͢Δαʔ Ϗε ςϨϝτϦʔ ʹείʔϓΛݶఆ
   w ཁ݅΍੍໿ԼͰɺͲ͏͍͏ٕज़Λબ୒ͨ͠ͷ͔όο

   ΫΤϯυ "84 ιϦϡʔγϣϯΛத৺ʹ঺հ 

3. ΞδΣϯμ  ג ͖͋ΜͲεγϩʔ
 ετϦʔϜσʔλΛ,JOFTJTͰऩू
    ג ಺ా༸ߦ
 ඦ༿ശ͔Β"84΁௨৴ 

4. ג ͖͋ΜͲεγϩʔ͞·
 ʙετϦʔϜσʔλΛ,JOFTJTͰऩूʙ ࣄྫ
   IUUQDMBTTNFUIPEKQDBTFTTVTIJSPTVTIJSPBMMEBUB

5. l,JOFTVTIJzͱ͸ 3F*OWFOU
   
   l #%5
   /FX
   4USFBNJOH
   %BUB
   'MPXT
   XJUI
   "NB[PO
   ,JOFTJT
   'JSFIPTFz͔Β  w l,JOFTJT
   
   4VTIJzΛ߹ମͤͨ͞଄ޠ
   w ճసण࢘ͷण࢘ࡼηϯαʔσʔλͷऩूج൫ɻ
   

   w "NB[PO
   ,JOFTJTετϦʔϜͷେن໛׆༻ࣄྫɻ

6. ॳ୅,JOFTVTIJ

7. ॳ୅,JOFTVTIJ 

8. ,JOFTJTετϦʔϜͱ͸  w ϋΠϘϦϡʔϜͳ࿈ଓͨ͠σʔλΛϦΞϧλΠϜͰ ूܭɾม׵ͳͲͷॲཧΛՄೳʹ͢ΔϑϧϚωʔδυ αʔϏε
   
   w ,JOFTJTετϦʔϜ͸ɺϋΠϘϦϡʔϜͳσʔλΛ ॲཧ͢Δ͜ͱ͕Ͱ͖ɺ͔ͭɺ֨ೲ͞Εͨσʔλ͸ɺ ෳ਺ͷ";ʹ֨ೲ͢Δ৴པੑͱ଱ٱੑΛ΋ͭαʔϏ

   ε IUUQXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFT+BQBOBXTCMBDLCFMUUFDIBNB[POLJOFTJT

9. ,JOFTJTετϦʔϜશମਤ w ༻్୯ҐͰ4USFBNΛ࡞੒͠ɺ4USFBN͸ɺͭҎ্ͷ4IBSEͰߏ੒͞ΕΔ
   w 4IBSE͋ͨΓͷΩϟύγςΟ͸ݻఆ
   w 4IBSEͷ૿ՃݮʹΑͬͯεέʔϧͷ੍ޚ͕Մೳ
   
   w ೖྗ͞Εͨσʔλ࠷େ೔͔ͭෳ਺ͷ";ʹอ؅͞ΕΔ 

   IUUQXXXTMJEFTIBSFOFU"NB[PO8FC4FSWJDFT+BQBOBXTCMBDLCFMUUFDIBNB[POLJOFTJT

10. ,JOFTJTετϦʔϜͷσʔλऔಘ w (FU4IBSE*UFSBUPS
    "1*Ͱ4IBSE಺ͷϙδγϣϯ Λऔಘ͠ɺ(FU3FDPSET
    "1*Ͱσʔλऔಘ  
    BXT
    LJOFTJT
    HFUTIBSEJUFSBUPS
    
    TUSFBNOBNF
    ετϦʔϜ໊
    a
    
    
    TIBSEJE
    γϟʔυ൪߸
    TIBSEJUFSBUPSUZQF
    "5@4&26&/$&@/6.#&3
    a
    
    
    TUBSUJOHTFRVFODFOVNCFS
    γʔέϯε൪߸
    \
    
    4IBSE*UFSBUPS
    l"#$ʜ%&'z
    
    ^
    
    ϙδγϣϯ
    
    BXT
    LJOFTJT
    HFUSFDPSET
    TIBSEJUFSBUPS
    l"#$ʜ%&'z
    

    \
    3FDPSET
    <
    \
    
    
    1BSUJUJPO,FZ
    
    
    
    %BUB
    lE(7[E(3IE(&
    
    ࣮σʔλ
    
    
    4FRVFODF/VNCFS
    
    
    
    
    
    ^
    
    >
    ^

11. ॳ୅,JOFTVTIJͷ࣮૷ w ॳ୅͸γΣϧεΫϦϓτ "84
    $-*"8, Ͱ࣮૷
 ɾ֤4IBSEͷϙδγϣϯ؅ཧ
 ɾσʔλऔಘ
 ɾόϦσʔγϣϯ  G@HFUOFYUTIBSEJUFSBUPS

    
    \
    
    
    BXT
    
    LJOFTJT
    HFUSFDPSET
    a
    
    
    
    
    TIBSEJUFSBUPS
    
    a
    
    
    
    c
    KR
    S
    /FYU4IBSE*UFSBUPS
    ^
    ʜ
    [DBU
    5.1
    a
    c
    BXL
    W
    0'4
    W
    '4
    \JG
    
    
    
    
    
    ʜ

12. ୅໨,JOFTVTIJ

13. ୅໨,JOFTVTIJ  ,JOFTJTετϦʔϜͷ-BNCEBॲཧ

14. "84
    -BNCEBԽ΁ͷಓ w ,JOFTJTετϦʔϜ͸ϓϧܕ-BNCEBͰॲཧͰ͖Δ
    w ετϦʔϜΛϙʔϦϯά͠ɺ৽͍͠σʔλΛݕग़͢Δͱ -BNCEBؔ਺ΛൃՐ
    w γϟʔυ΍ϨίʔυҐஔΛૢ࡞͢Δίʔυ͸ෆཁʹ
    w γϟʔυͷ૿ݮ͕͋ͬͯ΋Өڹͳ͠
    

    w ϏδωεϩδοΫ͚ͩΛ࣮૷
    w ,JOFTJTετϦʔϜΛ΄΅ϦΞϧλΠϜॲཧ 

15. "84
    -BNCEBͷӡ༻ w ,JOFTJTετϦʔϜ-BNCEBͷϝτϦΫεΛϞχλʔ
    w ,JOFTJTετϦʔϜͷ(FUܥϝτϦΫε
    w -BNCEBͷΤϥʔൃੜɺॲཧ࣌ؒ
    w ϝϞϦʔ࢖༻ྔ͸$MPVEXBUDI-PHTΛ֬ೝ
    w

    ϝτϦΫεΛݟͯ-BNCEBͷόοναΠζΛௐ੔
 "1*
    6QEBUF&WFOU4PVSDF.BQQJOH 

16. ୅໨,JOFTVTIJ

17. ୅໨,JOFTVTIJ  w ,JOFTJT
    'JSFIPTFͰΒ͘Β͘4อଘɻ
 l*U`T
    UIBU
    TJNQMFz

18. ,JOFTJT
    'JSFIPTF w 3F*OWFOU
    Ͱൃද
    w ؅ཧը໘Ͱઃఆ͢Δ͚ͩͰ4อଘ
    w γϟʔυ؅ཧ͕ෆཁɻσʔλͷྲྀೖྔʹ߹Θͤͯ FMBTUJDʹγϟʔυ͕εέʔϧ
    w ,JOFTJTετϦʔϜͷγϟʔυ΍γϟʔυ಺ϙδ

    γϣϯ͸Ұ੾ҙࣝ͠ͳ͍ɻ 

19. ୅໨,JOFTVTIJͷల๬ w Ϟνϕʔγϣϯ
    w ,JOFTJTετϦʔϜͷσʔλอ࣋ظؒΛؾʹͤͣ ָʹ4อଘ͍ͨ͠
    w ,JOFTJT
    'JSFIPTFΛಋೖ
    w 4ͷߋ৽ΠϕϯτͰσʔλॲཧ༻-BNCEBΛൃՐ
    

    w ஫ҙɿ౦ژϦʔδϣϯͰ͸·ͩར༻Ͱ͖ͳ͍ 

20. ,JOFTVTIJͷมભ  ॳ୅ ୅໨ ୅໨ γΣϧͰετϦʔϜσʔλʹཱͪ޲͔͏ -BNCEBͰָʑγϟʔυૢ࡞ 'JSFIPTFͰָʑ4อଘ

21. *P5σʔλͷ׆༻ ".-࿈ܞ w ػցֶशΛ༻͍ͨళฮࠞࡶ࣌ͷ଴ͪ࣌ؒ༧ଌͷਫ਼౓ ޲্ʹηϯαʔσʔλΛ׆༻  IUUQEFWDMBTTNFUIPEKQNBDIJOFMFBSOJOHBNB[PONBDIJOFMFBSOJOHBLJOEPTVTIJSP

22. ג ಺ా༸ߦ͞·
    ʙඦ༿ശ͔Β"84΁ͷ௨৴ʙ ࣄྫ
    IUUQDMBTTNFUIPEKQOFXTSFMFBTFJPUUFNQMBUF

23. w σʔλͷऔಘͱՄࢹԽΛγεςϜԽ ඦ༿ശγεςϜ֓ཁ  ؾԹɿ
    ˆ
    ؾѹɿ
    I1B

24. ॳ୅ඦ༿ശ

25. ॳ୅ඦ༿ശγεςϜ֓ཁ 

26. ॳ୅ඦ༿ശγεςϜ֓ཁ  ΀ΒͬͱϗʔϜגࣜձࣾ
    0QFO#MPDLT
    *P5
    #9 גࣜձࣾιϥίϜ
    403"$0.

27. ॳ୅ඦ༿ശγεςϜ֓ཁ  Ͳ͏΍ͬͯ"84ͱೝূ Ͳ͏΍ͬͯ"84·Ͱ௨৴

28. "84ͱͷೝূ
    ʙॳ୅ʙ

29. "84
    $PHOJUPͰήετΞΫηε w ௨শʮ6OBVUIFOUJDBUFE
    "DDFTTʯ
    w ೝূγεςϜ΁ͷϩάΠϯͳ͠ʹ༗ޮظݶ͖ͭͷҰ ࣌ΩʔΛ෷͍ग़͢
    w ݖݶ͸
    *".
    3PMFͰ؅ཧ
    w ϞόΠϧ4%,ʹରԠͨ͠αʔϏε͔͠ૢ࡞Ͱ͖ͳ͍

    

30. ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผ͍ͨ͠
    w "84
    ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍
    w "84ͷૢ࡞ݖݶ͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠
    w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ͍ͨ͠
    w

    εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍ 

31. ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผ͍ͨ͠
    w "84
    ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍
    w "84ͷૢ࡞ݖݶ͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠
    w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ͍ͨ͠
    w

    εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍  ˠ$PHOJUP
    *%ൃߦ
    ˠ༗ޮظݶ෇͖ΫϨσϯγϟϧΛ౎౓ൃߦ
    ˠ*".
    3PMFͰରԠ
    ˠ*%୯ҐͰ࡟আ
    ˠೝূෆཁͰ*%औಘ

32. ήετΫϨσϯγϟϧͷऔಘ $SFBUF*EFOUJUZ1PPM
    "1*Ͱ$PHOJUPͷ*%ϓʔϧΛ ࡞੒͠ɺ(FU*E
    "1*Ͱ*%Λऔಘ͠ɺ (FU$SFEFOUJBMT'PS*EFOUJUZ"1*ͰҰ࣌ΫϨσϯ γϟϧΛऔಘ  
    BXT
    DPHOJUPJEFOUJUZ
    DSFBUFJEFOUJUZQPPM
    a
    
    
    JEFOUJUZQPPMOBNF
    ϓʔϧ໊
    BMMPXVOBVUIFOUJDBUFEJEFOUJUJFT
    
    BXT
    DPHOJUPJEFOUJUZ
    HFUJE
    JEFOUJUZQPPMJE
    FVXFTUEGʜF
    
    BXT
    DPHOJUPJEFOUJUZ
    HFUDSFEFOUJBMTGPSJEFOUJUZ
    JEFOUJUZJE
    lFVXFTUGʜ
    

    \
    
    $SFEFOUJBMT
    \
    
    
    
    
    4FDSFU,FZ
    l[%#ʜz
    
    
    
    
    4FTTJPO5PLFO
    l"2Pʜz
    
    
    
    
    &YQJSBUJPO
    
    
    
    
    
    "DDFTT,FZ*E
    "4*9*999999999999999
    
    
    ^
    
    *EFOUJUZ*E
    lFVXFTUGʜz^

33. ήετΫϨσϯγϟϧΛ࢖͏ "TTVNF3PMFͱಉ͡ཁྖͰɺ෷͍ग़͞Εͨ "DDFTT,FZ*E4FDSFU,FZ4FTTJPO5PLFOΛೝ ূ৘ใʹ౉͢
    4%,ʹΑͬͯ͸ɺFYQJSF͢Δ·ͰΫϨσϯγϟϧΛ Ωϟογϡ͢Δ  
    FYQPSU
    "84@"$$&44@,&:@*%"4*9*99ʜ
    
    FYQPSU
    "84@4&$3&5@"$$&44@,&:[%#ʜ
    
    FYQPSU
    "84@4&$63*5:@50,&/"2Pʜ

34. "84·Ͱͷ௨৴
    ʙॳ୅ʙ

35. 403"$0.ͱ͸ w *P5޲͚௨৴ϓϥοτϑΥʔϜ
    w 403"$0.
    "JS
    w *P5σόΠε޲͚4*.αʔϏε
    w σʔλ௨৴ྔͷ؂ࢹɾίϯτϩʔϧՄೳ
    w

    403"$0.
    #FBN
    w *P5σόΠεʹ҉߸ॲཧ΍઀ଓઌͷઃఆΛΦϑϩʔυ 

36. ήʔτ΢ΣΠͷ௨৴ཁ݅ w αʔϏεΤϦΞ͕޿͍
    w ηΩϡΞʹ"84·Ͱ௨৴
    w ௨৴අ͕͍҆
    w *P5ήʔτ΢ΣΠʹෛՙ͕͔͔Βͳ͍
    w

    ௨৴ྔ͕গͳ͍
 

37. ήʔτ΢ΣΠͷ௨৴ཁ݅ w αʔϏεΤϦΞ͕޿͍
    w ηΩϡΞʹ"84·Ͱ௨৴
    w ௨৴අ͕͍҆
    w *P5ήʔτ΢ΣΠʹෛՙ͕͔͔Βͳ͍
    w

    ௨৴ྔ͕গͳ͍
  ˠ<"JS>υίϞ-5&(ΤϦΞͰར༻Մೳ
    ˠ<"JS>ΩϟϦΞͷดҬ໢Λར༻
    ˠ<"JS>ଟֹͷॳظඅ༻͕ෆཁͰॏྔ՝੍ۚ
    ˠ<#FBN>5-4ॲཧΛΦϑϩʔυ
    ˠ<#FBN>403"$0.
    #FBN·Ͱ͸)551

38. ॳ୅ඦ༿ശͷ"84௨৴  5-4Ͱ҉߸Խ "JSͷดҬ໢Ͱ#FBN·Ͱ௨৴ )551 )5514

39. "84ͱͷೝূͰࣦഊ  )551 )5514

40. "84ͱͷೝূͰࣦഊ  LJOFTJT3&(*0/BNB[POBXTDPN CFBNTPSBDPNJP )551 )5514 w "84͔Βϗετ໊ෆҰகͷΤϥʔ͕͔͑ͬͯ͘Δ
 403"$0.
    #FBNͷϗετ໊Ͱ"1*ϦΫΤετॺ໊͍ͯ͠ΔͨΊ
    w

    "84ͷϗετ໊Λ࢖͏Α͏ڧҾʹ4%,Λॻ͖׵͑Δ IUUQEPDTBXTBNB[PODPNHFOFSBMMBUFTUHSTJHOJOH@BXT@BQJ@SFRVFTUTIUNM

41. 403"$0.
    #FBNͷࢀর࣮૷  Ҿ༻
    
    IUUQTEFWTPSBDPNJPKQEPDTBXT@HVJEF #FBNͰ"1*
    ,FZϔομʔΛ
    ෇༩ͯ͠"84
    "1*
    (BUFXBZͱೝূ

42. ୅໨ඦ༿ശ

43. ୅໨ඦ༿ശγεςϜ֓ཁ  w 3F*OWFOU
    Ͱ
    "84
    *P5͕ൃද
    w "84ͷ͓࡞๏ʹै͏΂͘"84
    *P5ԽΛࢼΈΔ
    w ,JOFTJT͔Βઌ͸ઌ୅ͱಉ͡

44. %FWJDF
    (BUFXBZ  w "84
    4/4ͷΑ͏ͳ1VC4VCܕϝοηʔδϯά αʔϏε
    w )551·ͨ͸.255Λ͠Ό΂Δ

45. 3VMFT  w %FWJDF
    (BUFXBZʹύϒϦογϡ͞Εͨϝοηʔδͷ நग़৚݅Λ42-Ͱهड़͢Δந৅ϨΠϠʔ
    w நग़ͨ͠ϝοηʔδͷ഑৴ઌͱͯ͠,JOFTJT4/4 %ZOBNP%#-BNCEBͳͲͱ࿈ܞ

46. ೝূɾ௨৴ͷൺֱ w EE  ॳ୅ ୅໨ ϓϩτίϧ )551 .255 ೝূ

    $PHOJUP ূ໌ॻ ݖݶ *".
    3PMF *".
    3PMF ػີ 5-4
    5-4

47. "84ͱͷೝূ
    ʙ୅໨ʙ

48. ΫϥΠΞϯτূ໌ॻ w "84
    %FWJDF
    (BUFXBZ͸)551ͱ.255ͷϚϧν ϓϩτίϧରԠ
    w .255Ͱ͸ैདྷͷ3&45
    "1*ೝূΛ࢖͑ͳ͍ͨΊɺ ূ໌ॻΛ࢖͏ɻ
    w ݖݶ͸*".
    3PMFͰ؅ཧ 

49. ূ໌ॻͷ࡞Γํ w ূ໌ॻͷ࡞੒ํ๏͸௨Γ
    w $SFBUF,FZ"OE$FSUJpDBUF
    "1*Ͱ伴ϖΞͱূ໌ॻΛ࡞੒
    w $SFBUF$FSUJpDBUF'SPN$43
    "1*Ͱূ໌ॻॺ໊ཁٻ $43 ͔Βূ໌ॻΛ࡞੒ 

    
    BXT
    JPU
    DSFBUFLFZTBOEDFSUJpDBUF
    TFUBTBDUJWF
    \
    DFSUJpDBUF"SO
    BSOBXTJPUVTXFTUDFSU4/*1
    
    
    DFSUJpDBUF1FN
    #&(*/
    $&35*'*$"5&4/*1aO
    
    
    LFZ1BJS
    \
    
    
    
    
    
    
    1VCMJD,FZ
    #&(*/
    16#-*$
    ,&:4/*1&/%
    16#-*$
    ,&:aO
    
    
    
    
    
    
    1SJWBUF,FZ
    #&(*/
    34"
    13*7"5&
    ,&:4/*1aO
    
    
    ^
    
    
    
    DFSUJpDBUF*E
    "4%'
    ^

50. ূ໌ॻ΁ͷݖݶઃఆ w $SFBUF1PMJDZ
    "1*ͰݖݶϙϦγʔΛ࡞੒͠ɺ "UUBDI1SJODJQBM1PMJDZ
    "1*Ͱূ໌ॻʹϙϦγʔ Λઃఆɻ  
    BXT
    JPU
    DSFBUFQPMJDZ
    QPMJDZOBNF
    1VC4VC5P"OZ5PQJD
    a
    
    
    ŠQPMJDZEPDVNFOU
    pMFJPUQPMJDZKTPO
    \
    
    
    QPMJDZ/BNF
    1VC4VC5P"OZ5PQJD
    

    
    
    
    
    QPMJDZ"SO
    lBSOBXT
    ʜ^
    
    BXT
    JPU
    BUUBDIQSJODJQBMQPMJDZ
    QPMJDZOBNF
    l1VC4VC5P"OZ5PQJD
    a
    
    
    ŠQSJODJQBM
    BSOBXTJPUVTXFTUDFSU4/*1

51. ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผΛ͍ͨ͠
    w "84
    ΫϨσϯγϟϧΛ͹Β·͖ͨ͘ͳ͍
    w "84ͷૢ࡞͸ࡉ͔͘ίϯτϩʔϧ͍ͨ͠
    w ෆਖ਼ͳήʔτ΢ΣΠ͸ϦϞʔτ͔Βݖݶണୣ͍ͨ͠
    w

    εϚϗͷΑ͏ʹϩάΠϯೖྗʹΑΔೝূ͸ग़དྷͳ͍ 

52. ήʔτ΢ΣΠͷೝূཁ݅ w ήʔτ΢ΣΠΛݸମࣝผΛ͍ͨ͠
    w "84
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