Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Introduction to "Spark Connect" and Implementat...
Search
LINEヤフーTech (LY Corporation Tech)
PRO
June 30, 2025
Technology
170
0
Share
Introduction to "Spark Connect" and Implementation of Managed Spark as a Service
「Spark Connect」プロトコルについて紹介し、Spark Connectを活用した社内管理型Spark as a Serviceの実装アーキテクチャおよび使用例を共有します。
LINEヤフーTech (LY Corporation Tech)
PRO
June 30, 2025
More Decks by LINEヤフーTech (LY Corporation Tech)
See All by LINEヤフーTech (LY Corporation Tech)
類似画像検索モデルの開発ノウハウ
lycorptech_jp
PRO
4
1.1k
NFLコンペ2026 解法
lycorptech_jp
PRO
0
130
Kaggle未経験社員をメダリストに育てる「AIドラゴン桜」
lycorptech_jp
PRO
0
690
コーポレートサイトのアクセシビリティ改善とJIS準拠への実践
lycorptech_jp
PRO
2
150
Yahoo!ファイナンス - 投資の「難しい・手間がかかる」を「分かる・簡単にする」-
lycorptech_jp
PRO
0
43
Slack MCPでインシデント対応とFAQ生成を加速する:社内ワークショップの実践
lycorptech_jp
PRO
0
740
SDDで⾒える、AIコーディングの"内訳"
lycorptech_jp
PRO
0
790
コーディングAIが導くリスクベースド探索的テストの実践
lycorptech_jp
PRO
1
770
Orchestration Development Workshopを半期実施して
lycorptech_jp
PRO
0
740
Other Decks in Technology
See All in Technology
個人の発見を、組織の知恵に 〜生成AI活用を"探索"から"組織の仕組み"へ〜
kintotechdev
2
340
さきさん文庫の書籍ができるまで
sakiengineer
0
320
OpenID Connectによるサービス間連携
takesection
0
150
個人AIからチームAIへ:開発における品質と生産性の再設計
moongift
PRO
0
330
Dynamic Workersについて
yusukebe
2
530
PHP と TypeScript の型システム比較:AI 時代の「型」は誰のためにあるのか? #frontend_phpcon_do / frontend_phpcon_do_2026
shogogg
1
200
なぜハノーバーメッセに行くべきなのか 〜初参加だから語れること〜
tanakaseiya
0
190
Java正規表現エンジン(NFA)の仕組みと パフォーマンスを維持するための最適化手法
takeuchi_132917
0
160
最低限これだけ押さえれ大丈夫_Claude Enterprise/Team企業展開ガバナンス入門
tkikuchi
1
580
AI フレンドリーなエラー監視を TypeScript で実現する
shinyaigeek
2
200
ルールやカスタム機能、どう使う?理想の出力を引き出すために今知りたいIBM Bob 5つの機能
muehara
0
160
管理アカウント単一運用からAWS Organizationsに移行するの大変で滅
hiramax
0
370
Featured
See All Featured
Navigating the moral maze — ethical principles for Al-driven product design
skipperchong
2
370
Performance Is Good for Brains [We Love Speed 2024]
tammyeverts
12
1.7k
How GitHub (no longer) Works
holman
316
150k
The Illustrated Children's Guide to Kubernetes
chrisshort
51
52k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
32
2.9k
Building Better People: How to give real-time feedback that sticks.
wjessup
370
20k
State of Search Keynote: SEO is Dead Long Live SEO
ryanjones
0
200
Keith and Marios Guide to Fast Websites
keithpitt
413
23k
Navigating Weather and Climate Data
rabernat
0
200
Prompt Engineering for Job Search
mfonobong
0
320
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
8.1k
Measuring & Analyzing Core Web Vitals
bluesmoon
9
850
Transcript
*OUSPEVDUJPOUP4QBSL$POOFDUBOE *NQMFNFOUBUJPOPG.BOBHFE4QBSLBTB 4FSWJDF %BUB1MBUGPSN&OHJOFFSJOH .BSL-FF 이승 李承
"QBDIF4QBSL$POOFDU "QBDIF4QBSLBTB4FSWJDF %&.04QBSLBTB4FSWJDF %&.04QBSL$MJFOU 3FDBQ
"HFOEB
4QBSL$POOFDU
"QBDIF4QBSLä JTBNVMUJMBOHVBHFFOHJOFGPSFYFDVUJOHEBUBFOHJOFFSJOH EBUB TDJFODF BOENBDIJOFMFBSOJOHPOTJOHMFOPEFNBDIJOFTPSDMVTUFST ,FZ'FBUVSFT #BUDITUSFBNJOHEBUB 42-BOBMZUJDT
%BUBTDJFODFBUTDBMF .BDIJOFMFBSOJOH "QBDIF4QBSL IUUQTTQBSLBQBDIFPSH
4QBSL$MVTUFS IUUQTTQBSLBQBDIFPSHEPDTMBUFTUDMVTUFSPWFSWJFXIUNM
$IBMMFOHFTPGUSBEJUJPOBM4QBSL Single Point of Failure - Limited Fault Tolerance -
Resource Bottlenecks Network Dependency - Network partitions or instability disrupts execution - Clients Need Direct Access - Scheduling Restrictions Difficult Multi-Tenancy - Cluster endpoint must be protected 5JHIUDPVQMJOHPG$MJFOUBOE%SJWFS
3FNPUFDPOOFDUJWJUZUP4QBSLDMVTUFST CZ%BUB'SBNF "1*BOEVOSFTPMWFEMPHJDBMQMBOT WJBH31$ XJUI"QBDIF"SSPXFODPEFESPXCBUDIFT $BOCFFNCFEEFEFWFSZXIFSF BQQMJDBUJPOTFSWFST
*%&T OPUFCPPLTBOEQSPHSBNNJOHMBOHVBHFT "CPVU4QBSL$POOFDU %FDPVQMFMBZFSCFUXFFO$MJFOUBOE%SJWFS
4QBSL$POOFDUBSDIJUFDUVSF IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNM
4QBSL$POOFDUBSDIJUFDUVSF IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNM
4QBSL$POOFDU8PSLGMPX IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNM
4QBSLWT4QBSL$POOFDU TQBSL TQBSLDPOOFDU DMJFOUMPDBUJPO JODMVTUFS PVUDMVTUFS DMJFOUSFRVJSFNFOU GVMMTQBSL DMVTUFSBDDFTTBOE +7.CBTFE
UIJODMJFOUNJOJNBMH31$ DMJFOUXJUI%BUB'SBNF -JCSBSZ OFUXPSLUPQPMPHZ NVTUIBWFEJSFDUOFUXPSL BDDFTTUPUIFDMVTUFS SFNPUFBDDFTTWJBH31$ TDBMBCJMJUZ ESJWFS DMJFOUIBOEMFTBMM TDIFEVMJOHBOEDPPSEJOBUJPO ESJWFSSVOTPODMVTUFSDMJFOUT BSFTUBUFMFTT GBVMUUPMFSBODF DMJFOUDSBTIDBVTFTKPCMPTU DMJFOUDBOEJTDPOOFDUBOE SFDPOOFDU
4QBSLWT4QBSL$POOFDU DPOU TQBSL TQBSLDPOOFDU MBOHVBHF MJNJUFEUPTQBSLTVQQPSUFE MBOHVBHFT+7. 1Z4QBSL 3 BOZ
FY KBWBTDSJQU HP D SVTU DMPVE OBUJWF UJHIUDPVQMJOHBOEESJWFS SFRVJSFNFOUTMJNJUGMFYJCJMJUZ EFTJHOFEGPSDMPVEOBUJWF DPOUBJOFSJ[FEBOETFSWFSMFTT TFDVSJUZ FYQPTJOHDMVTUFSFOEQPJOUTDBO SBJTFTFDVSJUZDPODFSOT DBOTFDVSFH31$ DIBOOFMXJUI DFOUSBMJ[FEDPOUSPM WFSTJPOJOH DMJFOUBOETFSWFSNVTUCFUJHIUMZ WFSTJPONBUDIFE DMJFOUBOETFSWFSDBOFWPMWF JOEFQFOEFOUMZ
1Z4QBSL%BUB'SBNF 'VODUJPOTBOE$PMVNO 4DBMB%BUBTFU GVODUJPOT $PMVNO $BUBMPHBOE,FZ7BMVF(SPVQFE%BUBTFU 6TFS%FGJOFE'VODUJPOT 4USFBNJOH"1*T%BUB4USFBN3FBEFS %BUB4USFBN8SJUFS 4USFBNJOH2VFSZ
BOE 4USFBNJOH2VFSZ-JTUFOFS 4VQQPSUFE"1*T IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNMXIBUJTTVQQPSUFE
1SJWBUF'JFMETPG%BUB'SBNF $PMVNO 4QBSL4FTTJPO FUD &YFDVUJPO"1*T3%% &OWJSPONFOU.BOJQVMBUJPO"1*T4QBSL$POUFYU 4QBSL$POGJHVSBUJPO
6OTVQQPSUFE"1*T IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNMIPXTQBSLDPOOFDUDMJFOUBQQMJDBUJPOTEJGGFSGSPNDMBTTJD TQBSLBQQMJDBUJPO
&YUFOTJCJMJUZ 4QBSLBTB4FSWJDFJO$MPVE&OWJSPONFOU .VMUJMBOHVBHF$MJFOUT3VTU (P +BWBTDSJQU FUD
*OUFSBDUJWJUZ /PUFCPPLT+VQZUFS 74$PEF *OUFHSBUFE%FWFMPQNFOU&OWJSPONFOU .JOJNBMJUZ 8FC6*PS#*5PPMT .PCJMFPS.JDSPTFSWJDFT .$1TFSWFST 6TF$BTFT
&YUFOTJCJMJUZ 4QBSLBTB4FSWJDFJO$MPVE&OWJSPONFOU .VMUJMBOHVBHF$MJFOUT3VTU (P +BWBTDSJQU FUD
*OUFSBDUJWJUZ /PUFCPPLT+VQZUFS 74$PEF *OUFHSBUFE%FWFMPQNFOU&OWJSPONFOU .JOJNBMJUZ 8FC6*PS#*5PPMT .PCJMFPS.JDSPTFSWJDFT .$1TFSWFST 6TF$BTFT
QPXFSFECZ4QBSL$POOFDU 4QBSLBTB4FSWJDF
*OUFHSBUFXJUIJOIPVTFQMBUGPSNT "DDFTT$POUSPM $VTUPNJ[FTQBSLDMJFOUQFSVTFSTFTTJPO QZUIPO3TDBMBMJCSBSJFT DMJFOUESJWFSTQFDT$16
.FNPSZ (16 FUD $VTUPNJ[F4QBSLJUTFMG JOIPVTFQBUDIFT GJOFUVOFTQBSLQSPQFSUJFT SFNPUFTIVGGMFTFSWJDFT 3FRVJSFNFOUT
4QBSL$POOFDUWT"MUFSOBUJWFT TQBSLDPOOFDU MJWZ LZVVCJ BCTUSBDUJPO MPX NFEJVN IJHI QSPUPDPM H31$
3&45 +%#$0%#$ MBOHVBHF BOZ QZUIPO TDBMB KBWB 3 42- TQBSLWFSTJPO Yr Y TUBOEBMPOF Yr Y JOUFHSBUFE
4QBSL.VMUJUFOBODZ TQBSLDPOOFDU MJWZ LZVVCJ CVJMUJO ❌ /P ⚠ 1BSUJBM ✅
:FT 4FTTJPO *TPMBUJPO ✅ :FT ✅ :FT ✅ :FT 4FTTJPO .BOBHFNFOU ❌ /P ⚠ #BTJD ✅ 'VMM 6TFS "VUIFOUJDBUJPO ⚠ -JNJUFE ⚠ 1MVHHBCMF ✅ 4USPOH 3FTPVSDF 2VPUB ❌ /P ❌ /P ✅ :FT
4QBSL&YUFOTJCJMJUZ TQBSLDPOOFDU MJWZ LZVVCJ -BOHVBHF ✅ "OZ ⚠ +7. 1ZUIPO
3 42- ❌ 42- $VTUPN4QBSL ✅ :FT ⚠ -JNJUFE ❌ /P $VTUPN 4FTTJPO ✅ :FT ⚠ -JNJUFE ❌ /P $VTUPN6TFS "VUIFOUJDBUJPO ✅ :FT ⚠ -JNJUFE ❌ /P $VTUPN 3FTPVSDF2VPUB ✅ :FT ⚠ -JNJUFE ❌ /P
4FSWF4QBSL%SJWFSJOTUBODFXJUI4QBSL$POOFDU"EEPO 4VQQPSU4QBSL$SFEFOUJBMTLFSCFSPT LFZUBC 4VQQPSUSFTPVSDFRVPUBT 4VQQPSUSPMFNBOBHFNFOU
4VQQPSUBVEJUMPHHJOH )PSJ[POUBMMZ4DBMBCMF 3FRVJSFNFOU3VOUJNF
4FSWF4QBSL%SJWFSJOTUBODFXJUI4QBSL$POOFDU"EEPO 4VQQPSU4QBSL$SFEFOUJBMTLFSCFSPT LFZUBC 4VQQPSUSFTPVSDFRVPUBT 4VQQPSUSPMFNBOBHFNFOU
4VQQPSUBVEJUMPHHJOH )PSJ[POUBMMZ4DBMBCMF è,VCFSOFUFTXJUINVMUJQMFOBNFTQBDFT &OWPZ"%4 $%4 &%4 3FRVJSFNFOU3VOUJNF
8IJMF4QBSL$POOFDUEPFTOPUIBWFCVJMUJOBVUIFOUJDBUJPO JUJTEFTJHOFEUP XPSLTFBNMFTTMZXJUIZPVSFYJTUJOHBVUIFOUJDBUJPOJOGSBTUSVDUVSF*UTH31$ )551JOUFSGBDFBMMPXTGPSUIFVTFPGBVUIFOUJDBUJOHQSPYJFT XIJDINBLFTJU QPTTJCMFUPTFDVSF4QBSL$POOFDUXJUIPVUIBWJOHUPJNQMFNFOUBVUIFOUJDBUJPO MPHJDJO4QBSLEJSFDUMZ 3FRVJSFNFOU"VUI IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNMXIBUJTTVQQPSUFE
8IJMF4QBSL$POOFDUEPFTOPUIBWFCVJMUJOBVUIFOUJDBUJPO JUJTEFTJHOFEUP XPSLTFBNMFTTMZXJUIZPVSFYJTUJOHBVUIFOUJDBUJPOJOGSBTUSVDUVSF*UTH31$ )551JOUFSGBDFBMMPXTGPSUIFVTFPGBVUIFOUJDBUJOHQSPYJFT XIJDINBLFTJU QPTTJCMFUPTFDVSF4QBSL$POOFDUXJUIPVUIBWJOHUPJNQMFNFOUBVUIFOUJDBUJPO MPHJDJO4QBSLEJSFDUMZ è&OWPZY%4 &YU"VUI[ GJMUFS
3FRVJSFNFOU"VUI IUUQTTQBSLBQBDIFPSHEPDTMBUFTUTQBSLDPOOFDUPWFSWJFXIUNMXIBUJTTVQQPSUFE
&OWPZY%4
4FMGNBOBHF4QBSL%SJWFSJOTUBODFT 4FMGNBOBHF$SFEFOUJBMUPBDDFTT4QBSL%SJWFSJOTUBODFT 3FRVJSFNFOU0QFSBUJPO
4FMGNBOBHF4QBSL%SJWFSJOTUBODFT 4FMGNBOBHF$SFEFOUJBMUPBDDFTT4QBSL%SJWFSJOTUBODFT è#BTJD8FCTJUF 3FRVJSFNFOU0QFSBUJPO
.BOBHFNFOU$POTPMF
)JCBOB"SDIJUFDUVSF
)JCBOB"SDIJUFDUVSF
)JCBOB"SDIJUFDUVSF
%&.04QBSLBTB4FSWJDF
)JCBOB
%&.04QBSL$MJFOU
+VQZUFS
*%&
.$1
3FDBQ
4QBSL$POOFDUJT BH31$CBTFEDMJFOUTFSWFSQSPUPDPMUIBUFOBCMFTSFNPUF JOUFSBDUJWFBDDFTTUP"QBDIF4QBSLVTJOHUIFOBUJWF%BUB'SBNF BOE42- "1*T 4QBSL$POOFDU
4QBSL$POOFDUJT BH31$CBTFEDMJFOUTFSWFSQSPUPDPMUIBUFOBCMFTSFNPUF JOUFSBDUJWFBDDFTTUP"QBDIF4QBSLVTJOHUIFOBUJWF%BUB'SBNF BOE42- "1*T 4QBSL$POOFDUDBO CFVTFEXJUIFYUFSOBM
KPCUSBDLFS KPCTDIFEVMFSBOE VTFSTFTTJPONBOBHFNFOU 4QBSL$POOFDU