거의 모든 산업에서 오늘날의 시장 리더와 혁신을 꿈꾸는 이들에게는 한 가지 공통점이 있습니다. 바로 데이터를 운영의 중심에 두는 것입니다. 클라우드에서 태어난 젊은 기업들은 데이터를 기반으로 비즈니스 를 구축하여 성장시키고, 기존 엔터프라이즈 기업은 데이터를 신속하게 수집, 분석 및 공유하는 과정에서 귀중한 통찰력을 얻기 위해 노력합니다. 본 세션에서는 데이터의 무한한 가치를 실현시킬 차세대 데이터 플랫폼 Snowflake를 소개하고, 이를 통해 눈부신 혁신을 이룬 기업들의 성공사례에 대해 알아봅니다.

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S E O U L | M A Y 4 , 2 0 2 3

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
, HAKSOO LEE
Sr. Sales Engineer, Sales Engineering
Snowflake Korea
S N O W F L A K E

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SNOWGRID
Agenda

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Data Cloud
MODERN DATA STACK
On-Prem
EDW
1st Gen
Data Lake
Public
Cloud
Data
Lakehouse
모든 데이터
단일 플랫폼
중앙 통치
전 세계 통합
자율적 관리
강력한 프로그래밍
마켓플레이스 & 수익창출

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On Premises
SILOS 1.0
/
OLTP
IoT
87%
1
1 Forrester, 2020
❖
❖
❖

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On Premises + Cloud Data Stack
SILOS 2.0

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All Your Data, One Global Unified System

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Governed and Secure
INDUSTRY
WORKLOAD
SKILLSET

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Rich Data Services and Apps

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Rich Data Services and Apps

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Rich Data Services and Apps

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.”

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Snowflake
Architecture Overview

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Snowflake Architecture
Cloud Services
Multi-Cluster Compute
Centralized Storage
Cloud Agnostic Layer

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S
M
Sales
Data
Science
S
Structured &
semi-structured
Global Services
Transactional Control
Security
Query Planning & Optimisation
Logical Model
L
M
ETL/ELT
Snowpipe
XS
Tasks, Streams

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Scale-up
XS S M L XL 2XL 3XL 4XL
1 2 4 8 16 32 64 128
Scale up Scale Across
Scale out
Ad-hoc (XS)
Ad-hoc (S)
Ad-hoc (XS)
MPP
Slow query??
패턴이 있는 경우, Orchestration Tool을 통해 자동화 가능
Virtual Warehouse (Medium)
Virtual Warehouse (Large)

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Virtual Warehouse Pool
Data
Storage
Cloud
Services
Transaction
Manager
Security
Optimizer
Infrastructure
manager
Authentication & access control
Virtual Warehouse
Cache
Virtual Warehouse
Cache
Virtual Warehouse
Cache
Metadata
Virtual Warehouse
Cache
Virtual Warehouse
Node Pool
Virtual Warehouse
Cache
Resume
Suspend
AWS
AWS EC2 FLEET API

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10
비용
시간 (초)
컴퓨팅 스펙을 2배로 늘
리면 런타임은 절반으로..
S M L
XS
12m
58s
1x
6m 29s
2x
3m 15s
4x
1m 39s
8x 52s
15x
31s
25x
25s
31x
$1.80
$1.12
$0.94
$0.89
$0.88
$0.88
$0.88
XL 2XL 3XL
서버 청구 단위는 초단위
그렇기 때문에 같은 비용
으로 8배 빠르게 처리할
수 있습니다.

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Scale-Out
XS S M L XL 2XL 3XL 4XL
1 2 4 8 16 32 64 128
Scale up Scale Across
Scale out BI/Visualization
(Auto scaling) (S)
Virtual Warehouse
n

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S
M
Sales
Data
Science
M
…
DevOps
Clone
XL
Multi-cluster
Structured &
semi-structured
Global Services
Transactional Control
Security
Query Planning & Optimisation
Logical Model
L
Finance/DBAs
External
Data
Sharing
Data protection &
time travel
M
ETL/ELT
Snowpipe
XS
Tasks, Streams
XL

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.
Modern
Data Sharing

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DBMS
Provider
A
Consumer
A
Hours
Hours
Download
Decrypt
Decompress
DB & schema
Load
Error check
Data
extraction
Compression
Encryption
Transmission
Traditional Data Exchange
!
Outdated Unsecure
n
• CDC
• ETL
• EAI
✓
✓
✓

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MODERNIZATION Data Sharing
Virtual Warehouse
Provider
Master Data
SHARE
Virtual Warehouse
Consumer
Virtual Warehouse
Consumer
Virtual Warehouse
Consumer
New Insight
✓
✓
✓
Dataset

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How does it work?
Share :
Database
Database
Data-partitions
Metadata
• Live
•
• Read-only
Provider Account Consumer Account
SELECT only
Data Share
Outbound
Data Share
Inbound
Metadata
Data
Share

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SNOWFLAKE DATA SHARING
Provider
SHARE
Consumer
✓ 같은 Cloud Region 환경에서는 데이터 이동 불필요
✓ Data Provider 데이터 공유를 수초 이내에 쉽게 구성
✓ 공유된 데이터는 Data Provider에 의해 즉시 취소 및 삭제 가능
Enriched
Table
View, Query,
Join
Outbound
Tables
Secure Views
Secure access to data
across multiple databases
API-style access
Filters or aggregates pre-
computed and updated
Data Services
Enrich input data using
double-blind secure joins
Components of a Share
Secure UDFs
Secure Materialized Views
External Tables
Inbound
SHARE
View, Query,
Join

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DATA EXCHANGE
• 자사의 Private 데이터 공유
플랫폼 구축
• 다른 부서 및 관계사와 데이터
협업 환경 구축
✔Private 공개된 플랫폼 내의
데이터 검색 및 활용
• 데이터 활용법 공유:
데이터 메타 정보 및 샘플 쿼리
• 기업 내, 다양한 부서 및
관계사와 ETL과 같은
파이프라인 구축 없이
안전하게 실시간 데이터를
공유할 수 있는 고객만의
개인화된 데이터 공유 환경
구축
DATA
MARKETPLACE
• 16개 영역, 150개 이상의
데이터 공급 업체에서 제공하는
광범위한 데이터
• Public 공개된 데이터를 활용해
데이터 강화
• 최신의 데이터-셋을 Live로
활용
• 별도의 데이터 동기화
파이프라인 불필요
• 자사의 데이터를 Snowflake
Marketplace에 등록하여
데이터 기반 수익화
고객사 Snowflake 계정
Snowflake Marketplace
데이터 참조: 강화 데이터 공유: 수익화
그룹사 및 계열사 간의
비즈니 에코시스템
데이터 공유 및 활용
관계사 타 부서
고객
협력사
프라이빗 퍼블릭

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SNOWGRID

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C R O S S - C L O U D S N O W G R I D
AWS
SNOWFLAKE

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100% Cloud Stack
Platform
+
Content
DATA CLOUD
Unstructured
Semi-Structured
Structure
Streaming
DATA
Insights
Predictions
Monetization
Data Products
OUTCOMES

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© 2023, Amazon Web Services, Inc. or its affiliates. All rights reserved.