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
Snowparkで扱う非構造化データ
Search
numa
October 09, 2021
Programming
310
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Snowparkで扱う非構造化データ
2021-10-05 Snowflake BUILD.local Japan
での登壇資料
numa
October 09, 2021
More Decks by numa
See All by numa
雪かき部 #7 もう怖くない!SELECT文!
foursue
0
280
SnowflakeCoCoでデータエンジニアリング!
foursue
0
290
はじめてでもわかる入門データエンジニア
foursue
0
61
MLLoop〜Opsてない夜が気に入らないよ〜
foursue
0
390
20250924_LT2本やる.pdf
foursue
0
1.4k
DataEngineeringとCloudNativeの今と未来
foursue
1
900
データウェアハウス製品のSnowflakeでPythonが動くって知ってました?
foursue
1
510
よく聞くけど使ったことないソフトウェアNo.1 KafkaとSnowflake
foursue
4
920
日本におけるデータエンジニアリングのこれまでとこれから
foursue
20
6.6k
Other Decks in Programming
See All in Programming
wkhtmltopdfの次どうするか問題2026
willnet
2
1.8k
Security issues being discussed on Web Platforms
petamoriken
0
1.4k
すこし踏み込む CancellationToken
htkym
2
1.6k
見えないものを探る要求要件定義に必要な基本的思考 / invisible-requirement-thinking
minodriven
12
5.7k
Webの地図
yosuke_furukawa
PRO
6
5k
更なる可用性を求めて、5年間運用したKotlinのアプリケーションをGoでリプレイスする話
ken_tunc
0
430
技術的負債を組織課題として解く-増えすぎたマイクロサービスとの戦い-
reimaru
1
2.7k
Heart of Swift Concurrency
koher
0
1.2k
大喜利で理解するLLM as a Judge / Understanding LLM-as-a-Judge through Ogiri
rockname
0
190
Herb in Rails 8.2: Your ERB views, now HTML-aware @ Rails World 2026, Austin, Texas
marcoroth
0
160
[2026-09-26]空論ジェネリックプロセス~テスト資産とAIで紡ぐ、再現可能なパフォーマンスチューニングの話~
tosite
0
250
C#の現在地 進化の歴史と、AI時代の.NET Everywhere
neuecc
5
4.9k
Featured
See All Featured
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
16
2.2k
The Curious Case for Waylosing
cassininazir
1
550
Exploring the relationship between traditional SERPs and Gen AI search
raygrieselhuber
PRO
3
4.3k
Designing Dashboards & Data Visualisations in Web Apps
destraynor
232
55k
HTML-Aware ERB: The Path to Reactive Rendering @ RubyCon 2026, Rimini, Italy
marcoroth
5
760
SERP Conf. Vienna - Web Accessibility: Optimizing for Inclusivity and SEO
sarafernandez
2
1.6k
Effective software design: The role of men in debugging patriarchy in IT @ Voxxed Days AMS
baasie
1
550
<Decoding/> the Language of Devs - We Love SEO 2024
nikkihalliwell
1
340
Game over? The fight for quality and originality in the time of robots
wayneb77
1
300
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
18k
Agile Leadership in an Agile Organization
kimpetersen
PRO
0
270
Applied NLP in the Age of Generative AI
inesmontani
PRO
4
2.5k
Transcript
4OPXQBSLͰѻ͏ඇߏԽσʔλ 1MBZJOHXJUI6OTUSVDUVSFE%BUB6TJOH4OPXQBSL 4OPXGMBLF#6*-%MPDBM+BQBO $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
"(&/%" $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- • จ໌ͷརث4OPXQBSL • ͏Կා͘ͳ͍ • ͦ͏ݴͬͯ/PUFCPPLͰ࡞ۀ͠·͢Μ • ͍ʔ͍
• ͑ɺඇߏԽσʔλྑ͍ͷ͔ʁ • ͓͔ΘΓ͋Δͧ • ͦΕͰ͜ΕΑΓ܇࿅Λ࢝ΊΔ
ͬͦ͘͞Ͱ͕͢ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
จ໌ͷརثͱ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
࣭తจԽͷൃୡʹΑΓͨΒ͞Εͨɺ ศརͳػցɾث۩ɻ d8FCMJPࣙॻΑΓd $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ࠓจ໌ͷརث 4OPXQBSLΛ ͝հ͠·͢ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ҰݴͰ͍͏ͱ 4OPXQBSL ͱ 4OPXGMBLF Λ 4QBSL ͷΑ͏ʹѻ͑Δ ͍ͭ͢͝Ͱ͋Δ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ҰݴͰ͍͏ͱ 4OPXQBSL ͱ 4OPXGMBLF Λ 4QBSL ͷΑ͏ʹѻ͑Δ ͍ͭ͢͝Ͱ͋Δ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ҰݴͰ͍͏ͱ 4OPXQBSL ͱ 4OPXGMBLF Λ 4QBSL ͷΑ͏ʹѻ͑Δ ͍ͭ͢͝Ͱ͋Δ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ࠓ֮͑ͯؼΓ͍ͨ̏4
ເͷதͰѭͬͨɺΑ͏ͳɾɾɾɾɾ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ͍ʔ͏ͪɺ4QBSLͷࢿ࢈͕ଟͯ͘ɺ ϚΠάϨʔγϣϯߟ͑ΔͱίετϝϦοτ͕ʜ 4OPXGMBLF ࠷ۙɺྑ͍ͬͯฉ͘Μ͚ͩͲʜ &5-4QBSLͬͯΔ͔ΒͶ͐ʜ /PUFCPPL͔ΒΞυϗοΫʹ4QBSL࣮ߦͯ͠ΔΜͰɺ %8)͋Μ·Γඞཁͳ͍ΜͰ͢ΑͶʜ
ͦΕͱͬͯخ͍͠ͳͬͯ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ͍ʔ͏ͪɺ4QBSLͷࢿ࢈͕ଟͯ͘ɺ ϚΠάϨʔγϣϯߟ͑ΔͱίετϝϦοτ͕ʜ 4OPXGMBLF ࠷ۙɺྑ͍ͬͯฉ͘Μ͚ͩͲʜ &5-4QBSLͬͯΔ͔ΒͶ͐ʜ /PUFCPPL͔ΒΞυϗοΫʹ4QBSL࣮ߦͯ͠ΔΜͰɺ %8)͋Μ·Γඞཁͳ͍ΜͰ͢ΑͶʜ حɺ4OPXQBSL
͋ΔΜͩΑ
͏Կා͘ͳ͍ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- 4QBSLͷࢿ࢈͕ʜ &5-4QBSLͰͬͯ ΔΜͰʜ ϚΠάϨʔγϣϯί ετߟ͑Δͱʜ /PUFCPPLͰ4QBSL࣮ ߦͯ͠ΔΜͰʜ 4OPXQBSL
/PUFCPPL Ͱಈ͔ͦ ಈ͔͢·Ͱ΄Μͱʹ؆୯ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ̍ ̎ ̏ 4OPXUJSF DMPOF ͯ͠
EPDLFS Ͱىಈ /PUFCPPL Ͱ 4OPXQBSL Πϯετʔϧ /PUFCPPL ͔Β 4OPXQBSL ࣮ߦʂʂʂ ࢀߟɿ4OPXQBSLΛγϡγϡͬͱ࢝ΊΔ 4OPXUJSFΛͬͯ IUUQTRJJUBDPNGPVSTVFJUFNTDDCFDDECBF
࣮ࡍʹͬͯݟΑ͏ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
%&.0 $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
$IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
؆୯ͦ͏ͳͷΘ͔͕ͬͨɺཪଆͲ͏ͳͬͯΜͷʁ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ཪଆͲ͏ͳͬͯΔͷʁ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- 4OPXQBSL 42-จ 4&-&$5IPHF '30. GVHB /PUFCPPLʹ 4QBSLॻ͘ 4QBSL
42- ʹม͢Δ /PUFCPPL
͍͔͕Ͱͨ͠Ͱ͠ΐ͏͔ʁ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ࠓ4OPXQBSLΛʂʂ ̏4Λʂʂ ͓΅͑ͯؼ͍ͬͯͩ͘͞ʂʂ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ɾɾɾ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
͔ʔΒʔͷʔ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
ඇߏԽσʔλʹ͍ͭͯ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
͓͞Β͍ɿߏԽσʔλɺߏԽσʔλ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ߏԽσʔλ ߏԽσʔλ ͲΜͳ ϑΝΠϧʁ $47ʜ +40/ɺ03$ɺ"WSPɺ 1BSRVFUɺ9.-ʜ σʔλͷதʹσʔλ͕ೖΔΑ
͏ͳϑΝΠϧ 4OPXGMBLFͩͱ Ͳ͏͏ʁ ςʔϒϧʹ ϩʔυͯ͠͏ ςʔϒϧʹ ϩʔυͯ͠͏
ߏԽσʔλɺߏԽσʔλɺඇߏԽσʔλ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ߏԽσʔλ ߏԽσʔλ ඇߏԽσʔλ ͲΜͳ ϑΝΠϧʁ $47ʜ +40/ɺ03$ɺ"WSPɺ 1BSRVFUɺ9.-ʜ
σʔλͷதʹσʔλ͕ೖΔΑ ͏ͳϑΝΠϧ ը૾ɺಈըɺ1%'ʜ 4OPXGMBLFͩͱ Ͳ͏͏ʁ ςʔϒϧʹ ϩʔυͯ͠͏ ςʔϒϧʹ ϩʔυͯ͠͏ εςʔδʹ ϑΝΠϧΛஔ͍ͯ͏ ݄ʹΞφϯε͞Ε ݄ʹύϒϦοΫϓϨϏϡʔʹͳΓ·ͨ͠
4OPXGMBLFͷඇߏԽσʔλ༻ͷओͳػೳ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- εςʔδ 63- 42- • ඇߏԽσʔλεςʔ δઃஔͰ͖Δ • ෦ɾ֎෦ͲͪΒͷε
ςʔδඇߏԽσʔλ Λઃஔͯ͠ར༻Մೳ • ֎෦εςʔδͳΒ "NB[PO4ɺ(PPHMF $MPVE4UPSBHFɺ .JDSPTPGU"[VSFͷͲ͜ʹ ઃஔ0, • ඇߏԽσʔλʹ63- ΛͬͯΞΫηεՄೳ • 63-ͷछྨ࣍ͷ͕ͭ ͋Δ • είʔϓ63- • ϑΝΠϧ63- • ࣄલॺ໊ࡁΈ63- • ༻్ʹԠͯ͡63-Λ͍ ͚Α͏ • εςʔδΫΤϦ͢Δͨ ΊͷσΟϨΫτϦςʔϒ ϧͱ͍͏ػೳ͕৽ొ • σΟϨΫτϦςʔϒϧΛ ͑ɺεςʔδʹઃஔ ͞ΕͨඇߏԽσʔλͷ ใʹΫΤϦͰΞΫηε Ͱ͖Δ • ඇߏԽσʔλ༻ʹ42- ؔՃ͞Εͨ
ࢲ͕ඇߏԽσʔλΛѻ͏ͱ͖ͷύλʔϯ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ඇߏԽσʔλΛε ςʔδʹ্͛Δ ֎෦'6/$5*0/͏ 4OPXQBSL͏ த෦'6/$5*0/ ෦'6/$5*0/͏ '6/$5*0/ఆٛ࣌ʹґଘϑΝΠ ϧͱͯ͠ॲཧରͷϑΝΠϧΛ
هड़͢ΔͱϑΝΠϧΛ4OPXGMBLF ্ͰॲཧͰ͖Δ 63-ΛؔͷҾʹͯ͠ɺ֎ ෦͔ؔΒ63-Λͬͯඇߏ ԽσʔλͷϑΝΠϧʹΞΫηε ͯ͠ॲཧ͢Δ " # $
ࢲ͕ඇߏԽσʔλΛѻ͏ͱ͖ͷύλʔϯ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"- ඇߏԽσʔλΛε ςʔδʹ্͛Δ ֎෦'6/$5*0/͏ 4OPXQBSL͏ த෦'6/$5*0/ ෦'6/$5*0/͏
" # $ ͜ΕΛͪΐͬͱ͓ݟͤ͠·͢ '6/$5*0/ఆٛ࣌ʹґଘϑΝΠ ϧͱͯ͠ॲཧରͷϑΝΠϧΛ هड़͢ΔͱϑΝΠϧΛ4OPXGMBLF ্ͰॲཧͰ͖Δ 63-ΛؔͷҾʹͯ͠ɺ֎ ෦͔ؔΒ63-Λͬͯඇߏ ԽσʔλͷϑΝΠϧʹΞΫηε ͯ͠ॲཧ͢Δ
࣮ࡍͬͯݟΔ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
%&.0 $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
$IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
͓͠·͍ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
σϞཪ 4OPXQBSL͔Βεςʔδʹ͋Δ ඇߏԽσʔλͬͯΞΫηε Ͱ͖ͳ͍ΜͰ͔͢ʂʁ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
͋ͨͬͯ͠ɺ΄ΜͱόΧ KBSʹ͠ͳ͍ͱΞΫηεͰ͖ͳ͍ ʢKBSʹͳͬͯΕͰ͖Δʣ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
͍͘͠ʂ͍͔ͭϦϕϯδ͠·͢ʂ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
·ͨͶʙ $IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-
$IVSB%"5"JOD13013*&5"3:$0/'*%&/5*"-