Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
秒間数万のログをいい感じにするアーキテクチャ
Search
Hokuto Hoshi
June 03, 2016
Technology
66k
65
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
秒間数万のログをいい感じにするアーキテクチャ
AWS Summit Tokyo 2016 Developer Conference (2016/06/03)
Hokuto Hoshi
June 03, 2016
More Decks by Hokuto Hoshi
See All by Hokuto Hoshi
しぶいSRE: サーバから見えない障害にどう向き合うか。ラストワンマイルのデバッグ実践 / Shibui SRE
kanny
15
9.3k
AIに "賭ける": LayerX の AI エージェント基盤と活用最前線 / Building an AI Agent Platform at LayerX
kanny
3
690
AIとともに歩む情報セキュリティ / Information Security with AI
kanny
5
5k
開発も運用もビジネス部門も! クラウドで実現する「つらくない」統制とセキュリティ / Effortless Governance and Security Enabled by the Cloud
kanny
5
5.1k
転生CISOサバイバル・ガイド / CISO Career Transition Survival Guide
kanny
4
2.8k
Connecting organisation with Technology
kanny
0
410
Why Slack - 5 years of Cookpad with Slack
kanny
0
210
Security by builders - セキュリティ監視をクラウドで「つくる」 / Security by builders
kanny
7
2.8k
セキュリティ担当者から見た re:Invent と AWS Security Hub / Impression of re:Invent and AWS Security Hub
kanny
2
4.3k
Other Decks in Technology
See All in Technology
Deploying a Full-Stack Bun-Native Framework on Cloudflare Workers
7nohe
0
150
目の前の楽しいが人生を変える - コミュニティの螺旋の歩き方と楽しむコツ / change your life
soudai
PRO
4
530
新機種発売前に見直そう!端末移行で再ログインが要るアプリ・要らないアプリは何が違うのか 〜シームレスに再開できる設計と実装〜
zozotech
PRO
0
120
Tab5をRubyで動くパソコンにする
kishima
2
360
Sigmaユーザーのための有用リソース一挙公開 & Sigmaで使えるMCP #sigma_ucj /useful-resources-for-sigma-computing-users-and-mcps-with-sigma
shinyaa31
0
200
アリアドネの糸と、20年ごとの建て替え ── 長尾真『電子図書館』を、伊勢で読み直す / Rereading Makoto Nagao’s "Electronic Library" in Ise
ykiyota
0
160
range over func 2年間の軌跡 Issue #56413 はGoのエコシステムをどう変えたか
ryujicre8ive
0
120
Snowflakeで実現する全社横断の顧客の声(VOC)分析・活用基盤@Snowflake World Tour Tokyo 2026
yuto16
0
200
登壇の自信を奪う3匹のオバケ / 3 Ghosts That Rob You of Your Confidence in Public Speaking
pauli
4
390
2026-09-09 【sigma_ucj#1】Sigma を IaC 管理したい! / IaC for Sigma
civitaspo
0
120
AI時代のAPI品質を支えるガードレール / API Guardrails for API quality in the AI era
yokawasa
1
220
事業課題から技術的負債に向き合う
sansantech
PRO
1
220
Featured
See All Featured
Measuring Dark Social's Impact On Conversion and Attribution
stephenakadiri
2
270
How to Talk to Developers About Accessibility
jct
2
540
AI in Enterprises - Java and Open Source to the Rescue
ivargrimstad
0
1.5k
The World Runs on Bad Software
bkeepers
PRO
72
12k
Documentation Writing (for coders)
carmenintech
77
5.5k
Learning to Love Humans: Emotional Interface Design
aarron
275
41k
Everyday Curiosity
cassininazir
0
320
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.8k
How to Get Subject Matter Experts Bought In and Actively Contributing to SEO & PR Initiatives.
livdayseo
0
190
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
830
Gemini Prompt Engineering: Practical Techniques for Tangible AI Outcomes
mfonobong
2
520
Visual Storytelling: How to be a Superhuman Communicator
reverentgeek
2
660
Transcript
ඵؒສͷϩάΛ ͍͍ײ͡ʹ͢ΔΞʔΩςΫνϟ )PLVUP)PTIJ!$PPLQBE*OD "844VNNJU5PLZP
ే ΄͠΄͘ͱ !LBOJ@C w ΫοΫύουגࣜձࣾΠϯϑϥετϥΫνϟʔ෦ ηΩϡϦςΟάϧʔϓάϧʔϓ w 8FC\Πϯϑϥ ηΩϡϦςΟ^ΤϯδχΞ w
ઃܭߏஙӡ༻ w ੬ऑੑஅ *%4 8"' *4.4ӡ༻FUD w "84ೝఆ4" %FW0QTΤϯδχΞ 1SPGFTTJPOBM
None
wߘϨγϐສҎ্ w݄ؒར༻ऀ ສਓ ݄ݱࡏ
ٕज़ελοΫ w ΄΅શͯͷαʔϏε͕3VCZ 3VCZPO3BJMT w (PMBOH OPEFKT 1ZUIPOͳͲͷՕॴ w %PDLFS
w Ҏ্ͷγεςϜ͕%PDLFSͰຊ൪Քಇ w 6CVOUVX*UBNBF w $FOU04X1VQQFU͔ΒҠߦத w શαʔϏε͕"84্ͰՔಇ
ΫοΫύουͱ"84 w ʹ%$͔ΒશҠߦ w ݱࡏ w "NB[PO&$Πϯελϯεd ఔ w "NB[PO4ΦϒδΣΫτԯҎ্
w ϐʔΫ࣌ಉ࣌ϦΫΤετ SFRTҎ্
"84ར༻αʔϏε w ΄΅શͯͷ"84αʔϏεΛར༻ɾݕূ w ࠓճͷ͓ʹؔ͢ΔαʔϏε w "NB[PO&$ "NB[PO71$ Ҏ߱&$ 71$ͱදه
w "NB[PO,JOFTJT4USFBNT Ҏ߱,JOFTJT4USFBNTͱදه w "NB[PO%ZOBNP%# Ҏ߱%ZOBNP%#ͱදه w "NB[PO3FETIJGU Ҏ߱3FETIJGUͱදه w "84-BNCEB Ҏ߱-BNCEBͱදه
ࠓͷςʔϚ ϩάΛ͍͍ײ͡ʹ͢Δ
ͳͥϩάΛूΊΔͷ͔ʁ w 8FCαʔϏεʹ͓͍ͯϩά͚͕ͩlى͖ͨ͜ͱzΛࣔͤΔ w αʔϏεվળΛ͢ΔͨΊʹඞཁෆՄܽ w Ծઆͷݕূ w ύϑΥʔϚϯεվળ w
γεςϜτϥϒϧͷղফ w FUDʜ
ऩू͍ͯ͠Δϩά w 17ϩά w ϖʔδӾཡ͝ͱʹه͞ΕΔ w ӾཡɺݕࡧಈͷੳͳͲ w ࠂܥϩά w
ΠϯϓϨογϣϯɺΫϦοΫɺ ίϯόʔδϣϯ w ৴੍ޚޮՌଌఆʹ w ΞΫςΟϏςΟϩά w Ϣʔβߦಈ ը໘ભҠͳͲ w ࢪࡦݕূɺϞόΠϧΞϓϦͷಈ࡞ϩάͱͯ͠ w ࠪϩά wϢʔβσʔλͷ࡞ɾߋ৽ɾআɺ ϩάΠϯϩάͳͲ wαϙʔτɺηΩϡϦςΟࠪͳͲʹ w,1*༻ϩά wlग़དྷࣄzΛه͢Δϩά w66 %6ͳͲࣗಈܭࢉɺ,1*ཧ༻ wγεςϜϩά w04ɺϛυϧΣΞͷϩά wγεςϜཧ༻ wFUDʜ
ϩάʹٻΊΔཁ݅ w ࣮֬ʹૹ͞ΕΔ͜ͱ w Ͱ͖Δ͚ͩԆ͕গͳ͍͜ͱ w ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ w
ੳ͍͢͠ܗͰอ࣋Ͱ͖Δ͜ͱ
ϩάʹٻΊΔཁ݅ ͍͍ײ͡ʹ w ࣮֬ʹૹ͞ΕΔ͜ͱ w Ͱ͖Δ͚ͩԆ͕গͳ͍͜ͱ w ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ
w ੳ͍͢͠ܗͰอ࣋Ͱ͖Δ͜ͱ
ݱࡏͷن w 'MVFOUEʹྲྀΕ͍ͯΔϩά ֓ࢉ w σʔλ૯ྔd(# w ϨίʔυԯϨίʔυҎ্ w
ඵؒ d Ϩίʔυ͘Β͍ ˞ΠϝʔδͰ͢
ϩάऩूͷมભ w ͘Β͍·Ͱ w ڊେͳ.Z42-ςʔϒϧʹॻ͔ΕΔ࣌ 17ϩά ࠂϩάͷΈ "QQ4FSWFST -# .Z42-.BTUFS
.Z42-4MBWF QW@MPHUBCMF 6TFS
ϩάऩूͷมભ w ·ͩ17ϩά ࠂϩάͷΈ w 'MVFOUEಋೖ w ։ൃऀ͕ࣗ༝ʹϩάΛऔಘɺอଘͰ͖ΔΑ͏ʹ w
ϩά.Z42- .POHP%#4 &.3༻ ʹอଘ
'MVFOUEʹ͍ͭͯ w ϩάऩूཧπʔϧ w 5SFBTVSF%BUB͕ࣾ044ͱͯ͠։ൃ w ॊೈͰॻ͖͍͢ೖग़ྗϓϥάΠϯػߏ w όοϑΝϦϯάػೳΛσϑΥϧτͰ࣋ͭ w
ϩάͷϧʔςΟϯά͕ඇৗʹΓ͍͢ w ΫοΫύουͰ΄΅શͯͷΠϯελϯεͰಋೖ
"QQ4FSWFST &-# .Z42-.BTUFS .Z42-4MBWF ϩάऩूͷมભ -PH"HHSFHBUPS &.3$MVTUFS 6TFS "NB[PO4
%FWFMPQFS
ϩάऩूͷมભ w 5SFBTVSF%BUBಋೖ w 42- )JWF2- ΞΫηεͰ͖Δ.BOBHFE)BEPPQ ࣌
w ूܭͷߴ͞ɺར༻ͷ༰қ͞खͬͯϩά͕ٸ૿ w 17ϩάҎ֎ͷϩάऩू͞ΕΔΑ͏ʹ
"QQ4FSWFST &-# ϩάऩूͷมભ -PH"HHSFHBUPS 6TFS 5SFBTVSF%BUB &.3$MVTUFS "NB[PO4 %FWFMPQFS
ϩάऩूͷมભ w "NB[PO3FETIJGUಋೖ w UP#͚ੳαʔϏε ͨΈΔ ͷόοΫΤϯυͱͯ͠ w ΞϓϦέʔγϣϯͱଓ͢Δ%#ͱͯ͠ར༻
w σʔλ5%.Z42-͔Βϩʔυͯ͠Ճ w ϩάओʹ5%͔Βϩʔυ
"QQ4FSWFST &-# ϩάऩूͷมભ -PH"HHSFHBUPS 6TFS 5SFBTVSF%BUB "NB[PO4 "QQ4FSWFST &-#
6TFS UBCFNJSV #BUDI4FSWFS 3FETIJGU$MVTUFS %FWFMPQFS %JSFDUPS
ϩάऩूͷมભ d w ৭ʑͳϩά͕ͲΜͲΜ5%43FETIJGUʹੵ͞Ε͍ͯ͘ w &MBTUJDTFBSDIͳͲͷૹ৴͡·Δ w ྲྀྔॏཁɺॻ͖ࠐΈઌ͕૿͢ʹͭΕूϊʔυ͕ϘτϧωοΫʹ
த०͘Β͍ͷߏ "QQ4FSWFST &-# -PH"HHSFHBUPS 6TFS 5SFBTVSF%BUB "NB[PO4 "QQ4FSWFST &-# 6TFS
UBCFNJSV #BUDI4FSWFS 3FETIJGU$MVTUFS %FWFMPQFS %JSFDUPS &MBTUJDTFBSDI
ͳͥूϊʔυΛ͍ͬͯͨͷ͔ w ઃఆͷ୯७Խ w શαʔόʹݸผʹઃఆΛө͍ͯ͘͠ͷඇޮ w ूϗετͷϧʔςΟϯάͷΈΛมߋ͢Εྑ͍ w εϧʔϓοτͷ࠷େԽ w
σʔλࣗମͷΞάϦήʔγϣϯ w όονॻ͖ࠐΈ &MBTUJDTFBSDIͳͲ
ى͖͍ͯͨ w ूϊʔυͷෛՙ w ྲྀྔ૿ՃͰෛՙ্͕͕Γଓ͚Δ w ͦͷ··ͰϚϧνίΞΛ͑ͳ͍ͷͰϓϩηεׂͰؤுͬͨΓʜ w ߴෛՙ࣌ͷΦϖϨʔγϣϯϛεͰԿ͔ϩάσʔλΛϩετ͢Δࣄނ͋ͬͨ ࠜຊݪҼ͕Ͳ͜ʹ͋Δ͔ෆ໌
w ग़ྗઌͷૹ৴ස w ग़ྗઌΛl٧·Βͤͯ͠·͏z͜ͱ͕͋Δ &MBTUJDTFBSDIͳͲ w ૹ৴όοϑΝΛ͓͔ͬͯͬͯ͘ϩάྔΛݮΒ͢ඞཁ͕͋ͬͨ
ඞཁͱ͍ͯͨ͠ͷ w ૹ৴ઌͷू w ֤Πϯελϯε͔Βʮಛʹߟ͑ͣσʔλΛૹΕΔʯঢ়ଶ w ϩάσʔλͷదͳอޢ w ҆ఆͨ͠ύϑΥʔϚϯεɺѻ͍͍͢εέʔϧϞσϧ w
ΞϓϦέʔγϣϯ͕ϩάΛQVMMͰ͖ΔϞσϧ w ॲཧཻύϑΥʔϚϯεͷҧ͏γεςϜͰ ಉ͡σʔλετϦʔϜΛѻ͑ΔΑ͏ʹ
"NB[PO,JOFTJT4USFBNT
"NB[PO,JOFTJT4USFBNT w ࢄϝοηʔδϯάαʔϏε w %$ؒͰͷϨϓϦέʔγϣϯ w ࢄߏʹΑΔ༰қͳεέʔϥϏϦςΟ֬อ w QVMMܕͷσʔλऔಘ w
ϑϧϚωʔδυ w l҆શͳz
,JOFTJT4USFBNTWT"QBDIF,BGLB w "QBDIF,BGLB w 044ͷࢄϝοηʔδϯάγεςϜ w 5XJUUFS /FUqJY ָఱͳͲ͕ར༻ w
ͲͪΒཁ݅Λຬ͕ͨ͢·ͣϚωʔδυͳ,JOFTJT4USFBNT͔Β w ӡ༻ෛՙͷܰݮతͷҰͭͩͬͨ
͜Ε·ͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 "HHSFHBUPS 1SPEVDFS $POTVNFS
,JOFTJT4USFBNTͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 ,JOFTJT4USFBNT 1SPEVDFS $POTVNFS $POTVNFS͕ 4VCTDSJCF͢Δ
,JOFTJT4USFBNTʹΑΔQVMMܕૹ৴ͷར w ϩάͷऔΓѻ͍ΛऔΓࠐΈଆ੍͕ޚ͍͢͠ w ʮͲͷ͘Β͍ʯϩάΛऔΓࠐΉ͔ w औΓࠐΈͷҰ࣌ఀࢭɺ࠶։ w ϩάͦͷͷΛετϦʔϜͱͯ͠อ͓͚࣋ͯ͠Δ w
ૹ৴ଆʮͱʹ͔͘ϩάΛૹΔʯ͚ͩͰ͍͍
,JOFTJT4USFBNTͰͷసૹϞσϧ &MBTUJDTFBSDI %ZOBNP%# 4 ,JOFTJT4USFBNT 1SPEVDFS $POTVNFS UFTUBQQ 4VCTDSJCF͢Ε σʔλ͕ྲྀΕΔ
1SPEVDFS
,JOFTJT4USFBNT1SPEVDFSΛͭ͘Δ w ૹ৴ͦͷͷʹ'MVFOUE qVFOUQMVHJOLJOFTJT Λར༻ w ΠϯελϯεͷόοϑΝϦϯά w ϩάͷϧʔςΟϯά w
ΞϓϦέʔγϣϯͷίʔυΛมߋ͢Δඞཁ͕ͳ͍ w ूϊʔυ͔Βͷૹ৴͔Β։࢝ w ࠷খݶͷมߋͰݕূͰ͖ΔΑ͏ʹ
ߏ -PH"HHSFHBUPS ,JOFTJT4USFBNT "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
ूϊʔυͷෛՙ w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍ $16ෛՙ w εέʔϧΞοϓͯࠜ͠ຊղܾͰ͖ͳ͍ -PH"HHSFHBUPS ,JOFTJT4USFBNT "QQ4FSWFST
"QQ4FSWFST "QQ4FSWFST
ूϊʔυͷෛՙ w ϩάྲྀྔʹରͯ͠εϧʔϓοτ͕ग़ͳ͍ $16ෛՙ w εέʔϧΞοϓͯࠜ͠ຊղܾͰ͖ͳ͍ w ֤"QQαʔό͔Βૹ৴͢ΔΑ͏ʹ ͯ͠ղফ
,JOFTJT4USFBNT "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST
Ϩίʔυଟ͗͢ w Ϩίʔυ,# େྔͷϨίʔυ w γϟʔυ͕ॲཧͰ͖Δͷ ϨίʔυTFD w Ϩίʔυ.#·Ͱαϙʔτ͞Ε͍ͯΔͷʹʜ w
શͯΛࡹͨ͘Ίʹଟ͘ͷγϟʔυ͕ඞཁʹʜ w
,JOFTJT1SPEVDFS-JCSBSZ ,1- w ,JOFTJTͷσʔλૹ৴Λl͍͍ײ͡ʹzͯ͘͠ΕΔόΠφϦ ίΞ෦$ w ϦτϥΠɺγϟʔυ࠷దԽɺϨίʔυूɺϝτϦΫεૹ৴ w ,JOFTJTϨίʔυʹෳϨίʔυΛ٧ΊࠐΉ͜ͱͰεϧʔϓοτΛ্͛Δ
w ࣮ͱͯ͠1SPUPDPM#V⒎FST w ಠཱͨ͠ϓϩηεͱͯ͠ಈ͖*1$ͰϩάΛड͚औΔ NTH NTH NTH NTH NTH NTH NTH .# NTH FNQUZ ͜Ε·Ͱ ,1-
qVFOUQMVHJOLJOFTJT w IUUQTHJUIVCDPNBXTMBCTBXTqVFOUQMVHJOLJOFTJT w ,1-Λͬͨૹ৴ʹରԠ w 'MVFOUEϓϩηεͷࢠϓϩηεͱͯ͠,1-͕ىಈ͢Δ
,1-ʹΑΔूͷಋೖ w Ϩίʔυ͕ܹݮ w γϟʔυ͕ݮΒͤΔΑ͏ʹͳͬͨ w ࣌ؒ͝ͱͷϨίʔυͷৼΕ෯খ͘͞ͳͬͨ ू։࢝
$POTVNFS ˞ݱࡏࢼݧӡ༻த
ࠂϩά w ΫϦοΫɺΠϯϓϨογϣϯɺΠϕϯτϩά w ྲྀྔ͕ඇৗʹଟ͍ w ୯ମͰ ϨίʔυඵΛ͑Δ w ৴੍ޚɺՌใࠂʹར༻
w ܽଛɺ େ͖ͳ Ԇ͕Ϗδωε্ΫϦςΟΧϧʹ w ४ϦΞϧλΠϜͳσʔλूܭ͕ཁٻ͞ΕΔΑ͏ʹ
ࠂϩάߏங͍ͯ͠Δऩूɾूܭ w 'MVFOUEͰ5SFBTVSF%BUBͱ,JOFTJT4USFBNTʹૹ৴ w 5SFBTVSF%BUBͰόονूܭ w ,JOFTJT4USFBNT͔Β-BNCEBGVODUJPO w -BNCEBGVODUJPO͔Β4ʹૹ৴ 3FETIJGUΠϯϙʔτ
w -BNCEBGVODUJPOͰूܭͯ͠%ZOBNP%#ʹ֨ೲ ใσʔλ w 3FETIJGU 5SFBTVSF%BUBͷσʔλΛ.Z42-ʹ֨ೲͯ͠ར༻ w %ZOBNP%#ͷσʔλར༻
ߏ -PH"HHSFHBUPS ,JOFTJT4USFBNT "QQ4FSWFST "QQ4FSWFST "QQ4FSWFST 5SFBTVSF%BUB 4 -BNCEBGVODUJPO -BNCEBGVODUJPO
%ZOBNP%# #BUDI4FSWFS 3FETIJGU$MVTUFS
-BNCEBͱ,JOFTJT4USFBNT w ૬ੑ͕ྑ͍ w γϟʔυ୯ҐͰ࣮ߦίϯςφ͕εέʔϧ͢Δ w ϦτϥΠػߏΛͭ w &$Πϯελϯεͷཧ͕ෆཁ w
ݸਓతʹ 3VCZ͕͑ΔΑ͏ʹͳͬͯ͘ΕΔͱخ͍͠ʜ
-BNCEBͱ,1- w ,1-Ͱू͞ΕͨϨίʔυΛ΄Ͳ͘ඞཁ͕͋Δ w "84͕-BNCEBͰ͑ΔϥΠϒϥϦΛग़͍ͯ͠Δ w IUUQTHJUIVCDPNBXTMBCTLJOFTJTBHHSFHBUJPO NTH NTH NTH
NTH NTH NTH NTH
ӡ༻ʹ͍ͭͯ w ߹ܭγϟʔυ͘Β͍ w ,1-Ͱू͍ͯ͠ͳ͍ετϦʔϜؚΉ w ಈతͳγϟʔυͷ૿ݮ͍ͯ͠ͳ͍ w γϟʔυഒʹ͢Δ͔ʹ͢Δ͔ͷબࢶ͔͠جຊతʹͳ͍ w
γϟʔυΩʔ͕ेʹࢄ͍ͯ͠Δ͜ͱ͕લఏ w γϟʔυ୯ҐͷϝτϦΫε͕औಘͰ͖ΔΑ͏ʹͳͬͨ w ϗοτͳγϟʔυ͕ͳ͍͔ͳͲͷࢹ͕͍͢͠
ϩάʹٻΊΔཁ݅ w ࣮֬ʹૹ͞ΕΔ͜ͱ w Ͱ͖Δ͚ͩԆ͕গͳ͍͜ͱ w ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ w
ੳ͍͢͠ܗͰอ࣋Ͱ͖Δ͜ͱ
ϩάʹٻΊΔཁ݅ w ࣮֬ʹૹ͞ΕΔ͜ͱ w %$ؒͰϨϓϦέʔγϣϯ͞ΕΔΑ͏ʹ w Ͱ͖Δ͚ͩԆ͕গͳ͍͜ͱ w ࠓͷͱ͜ΖϨίʔυԆ΄΅ͳ͍ w
ྔΛݮΒ͢ αϯϓϦϯά ඞཁ͕ͳ͍͜ͱ w ϩάΛड͚Δ TVCTDSJCF͢Δ ଆͰௐͰ͖ΔΑ͏ʹͳͬͨ 4USFBNTࣗମ؆୯ʹεέʔϧͰ͖ΔΑ͏ʹͳͬͨ w ੳ͍͢͠ܗͰอ࣋Ͱ͖Δ͜ͱ w ϩάࣗମΛஷΊ͓͚ͯΔͷͰࢼߦࡨޡ͍͢͠
,JOFTJT4USFBNTͭΒ͍ͱ͜Ζ w 4 3FETIJGUʹૹΔͷʹ$POTVNFSΛ͞Ήඞཁ͕͋Δ w ,JOFTJT'JSFIPTF5PLZPSFHJPOΛʜʂ w ։ൃऀଆͰϩάϧʔςΟϯάΛ͢Δඞཁ͕͋Δ w ݱࡏ$POTVNFSଆ1SPEVDFSଆͰ͕ΜΔ
w 4USFBNTͭಛఆͷλάͷΈ ͱ͍ͬͨQVMM͕͍ͨ͠ w 71$&OEQPJOU͕ͳ͍ /"5͔QVCMJD*1͕ඞཁ w ഒPSͰγϟʔυ૿ݮ͢Δ"1*͕ཉ͍͠ w γϟʔυ͝ͱʹૢ࡞͕ऴΘΔ·Ͱͭඞཁ͕͋Δ
ࠓޙΓ͍ͨ͜ͱ w ,JOFTJT4USFBNT -BNCEB Λͬͨϩάॲཧͷ֦ॆ w *%4 8"'ϩάͷऩूɺੳ w ετϦʔϜࣗମ͕อ࣋͞Ε͍ͯΔͷͰࢼߦࡨޡ͘͢͠ͳͬͨ
w ࠂϩάҎ֎ͷ४ϦΞϧλΠϜूܭɺੳ w 4QBSL4USFBNJOHͳͲͷར༻
·ͱΊ w 'MVFOUE "NB[PO,JOFTJT4USFBNTΛத৺ͱͨ͠ ϩάऩूɺੳج൫ͱͦͷมભʹ͍͓ͭͯ͠·ͨ͠ w QVTIܕ͔ΒQVMMܕʹΑΔॲཧͱస w σʔλྲྀྔʹԠͯ͡దͳΞʔΩςΫνϟΛબͼ·͠ΐ͏ w
,JOFTJT4USFBNTࣗମͷཧίετͪΖΜ૿͑Δ w ྲྀྔ͕গͳ͍ڥͰ͋ΕΦʔόʔͳߏ͔͠Εͳ͍
13
8F`SFIJSJOH
IUUQTSFDSVJUDPPLQBEDPN
ຖͷྉཧΛָ͠Έʹ 5IBOLZPV