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
What is Google BigQuery?
Search
Kazunori Sato
February 04, 2016
Programming
120
0
Share
What is Google BigQuery?
For CROSS 2016 presentation
Kazunori Sato
February 04, 2016
More Decks by Kazunori Sato
See All by Kazunori Sato
Tensor Processing Unit (TPU) Overview (July 6, 2018)
kazunori279
0
310
FPGAによる大規模データ処理の高速化
kazunori279
0
150
Googleがめざす、誰もが使える機械学習
kazunori279
4
5.1k
Machine Intelligence at Google Scale
kazunori279
3
1.4k
Machine Intelligence at Google Scale: Vision/Speech API, TensorFlow and Cloud Machine Learning
kazunori279
3
5.6k
Distributed TensorFlow
kazunori279
3
2.5k
Cloud Vision API and TensorFlow
kazunori279
7
9.4k
Having fun with Google Cloud + RasPi
kazunori279
0
1.3k
[GCPUG India] Firebase - Build Extraordinary Apps
kazunori279
2
310
Other Decks in Programming
See All in Programming
アクセシビリティ試験の"その後"を仕組み化する
yuuumiravy
0
140
t *testing.T は どこからやってくるの?
otakakot
0
500
Radical Imagining - LIFT 2025-2027 Policy Agenda
lift1998
0
300
Mastering Event Sourcing: Your Parents Holidayed in Yugoslavia
super_marek
0
150
RSAが破られる前に知っておきたい 耐量子計算機暗号(PQC)入門 / Intro to PQC: Preparing for the Post-RSA Era
mackey0225
3
130
Swift Concurrency Type System
inamiy
0
510
Don't Prompt Harder, Structure Better
kitasuke
0
750
「Linuxサーバー構築標準教科書」を読んでみた #ツナギメオフライン.7
akase244
0
1.4k
ローカルで稼働するAI エージェントを超えて / beyond-local-ai-agents
gawa
3
270
10年分の技術的負債、完済へ ― Claude Code主導のAI駆動開発でスポーツブルを丸ごとリプレイスした話
takuya_houshima
0
2.5k
書籍「ユーザーストーリーマッピング」が私のバイブル
asumikam
3
250
Go_College_最終発表資料__外部公開用_.pdf
xe_pc23
0
210
Featured
See All Featured
Designing Dashboards & Data Visualisations in Web Apps
destraynor
231
54k
Git: the NoSQL Database
bkeepers
PRO
432
67k
Why Our Code Smells
bkeepers
PRO
340
58k
Getting science done with accelerated Python computing platforms
jacobtomlinson
2
170
HU Berlin: Industrial-Strength Natural Language Processing with spaCy and Prodigy
inesmontani
PRO
0
320
Done Done
chrislema
186
16k
Site-Speed That Sticks
csswizardry
13
1.2k
SEOcharity - Dark patterns in SEO and UX: How to avoid them and build a more ethical web
sarafernandez
0
170
Music & Morning Musume
bryan
47
7.2k
A brief & incomplete history of UX Design for the World Wide Web: 1989–2019
jct
1
350
Designing Powerful Visuals for Engaging Learning
tmiket
1
340
Product Roadmaps are Hard
iamctodd
PRO
55
12k
Transcript
What is Google BigQuery?
+Kazunori Sato @kazunori_279 Kaz Sato Staff Developer Advocate, Tech Lead
for Data & Analytics, Cloud Platform, Google Inc.
= The Datacenter as a Computer
None
Enterprise
Jupiter network 40GbE ports 10GbE x 100K = 1 Pbps
CLOS topology Software Defined Network
Borg Launches 2B containers / week Manages 10K machines /
Cell DC-scale proactive job sched (CPU, mem, disk IO, TCP ports) Paxos-based metadata store
Google BigQuery
1 B 1 B 100 B 900 M
At Google, MapReduce is classic. We use BigQuery. Confidential &
Proprietary Google Cloud Platform 10
SELECT your_data FROM billions_of_rows WHERE full_disk_scan_required = true; Scanning 1
TB in 1 sec with 5,000 - 10,000 disk spindles
BigQuery Analytic Service in the Cloud BigQuery Analyze Export Import
How to use BigQuery? Google Analytics ETL tools Connectors Google Cloud BI tools and Visualization Google Cloud Spreadsheets, R, Hadoop
Blazingly Fast Capable of scanning 10B rows in ~10 sec
Low Cost Storage: $0.020 per GB per month Queries: $5 per TB Fully Managed Use thousands of servers with zero-ops SQL Simple and Intuitive SQL with JS UDF Benefits of BigQuery
Thank you