FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
1
데이터�분석가를�위한�데이터�플랫폼�Seminar
13.�Oct.�2017�한종원,�[email protected]
Public�Cloud�101
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•한종원�
•Python과�Cloud�Infra,�Lean/Agile�방법론�그리고�애플의�제품을�사랑.�
•2012년�석사�학위를�마치고,�startup을�시작(이때부터�AWS를�production�level에서�사용)�
•‘의미가�있는�일을,�올바르게�하고�싶다.’�
•경력�
•(현)�DevOps�전문�스타트업�‘HB�Smith’�대표�
•택시�O2O�서비스�스타트업�‘Kanizsa�Lab’의�backend�server�/�infra�devops�담당�
•Cloud�computing�전문�스타트업�'A2�company'�co-founder�(‘KINX’에�인수합병)�
•NEXON�'MapleStory�국내�Live�Team'에서�DBA,�SA로�근무�(산업�기능�요원)
발표자�소개
“Startup�경력�=�AWS�사용�기간”
https://www.linkedin.com/in/addnull/
2
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•발표�대상:�초/중급�
•발표�순서�
•Hello�Cloud!�
•Public�Cloud�Providers�
•AWS�Use�Cases�for�Data�Engineering�
•Wrap�Up
Contents
(예상�발표�시간:�45분)
=�>�왜�필요하게�되었는가?�그리고�어떻게�발전해왔는가?
=>�AWS,�Azure,�GCP�그외�provider들의�비교�분석
=>�물리�서버�사용�경험이�있고,�public�cloud�경험은�거의�없는�분
3
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
Abstract
http://www.fastcampus.co.kr/data_seminar_platform/
4
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
Hello�Cloud!
5
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•‘Cloud�Computing’�이란�?!?�
•다양한�정의�
•Data�저장과�접근을�인터넷으로�언제�어디서든�접근�가능한�기술�
•바로�사용�가능하고�사용한�만큼�과금되는�전산�기반�시설(infrastructure)들�
•전산�hardware�장비들의�가상화(virtualization)�기술
Hello�Cloud!
6
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•‘Cloud�Computing’�이란�?!?�
•정의
Hello�Cloud!
전산�자원들의�공유하는�기술과�도구의�집합
왜�'Cloud�Computing'이�상업적으로�의미가�있는가?
7
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•정의�
•여기서�'전산�자원’이란server,�storage,�network�같은 물리�hardware�장비�뿐만�아니라 platform과�application이라는software까지�포함
Hello�Cloud!
전산�자원들의�공유하는�기술과�도구의�집합
자료출처�https://en.wikipedia.org/wiki/Cloud_computing
8
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•전산�자원을�공유한다?!?�
•피자를�먹는�네�가지�방법
Hello�Cloud!
자료출처�http://www.teenagemutantninjaturtles.com/fanzone/tmnt-pizza-toppings/
9
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Abstraction�level�
•음식점�피자:�돈만�있으면�OK!�
•배달�피자:�식탁과�돈�필요�
•냉동�피자:�전자렌지,�식탁,�돈�필요�
•홈피자:�집에서�AtoZ�모두�다�필요
Hello�Cloud!
자료출처�http://www.hostingadvice.com/how-to/iaas-vs-paas-vs-saas/
10
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Abstraction�level�
•음식점�피자:�
•배달�피자:�
•냉동�피자:�
•홈피자:
Hello�Cloud!
자료출처�http://www.hostingadvice.com/how-to/iaas-vs-paas-vs-saas/
Software�통채로�대여
Platform�까지�대여
Infrastructure만�대여
Cloud�안�씁니다..
11
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Abstraction�level�
•음식점�피자:�
•배달�피자:�
•냉동�피자:�
•홈피자:
Hello�Cloud!
자료출처�http://www.hostingadvice.com/how-to/iaas-vs-paas-vs-saas/
Software�통채로�대여
Platform�까지�대여
Infrastructure만�대여
Cloud�안�씁니다..
12
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•‘Cloud�Computing’�은�
•‘Cloud�서비스’는��
•Cloud�서비스를�쓴다는�것 =�서비스�제공�업체가�미리�준비해둔�자원의�일부를�빌린다는�것
Hello�Cloud!
전산�자원들의�공유하는�기술과�도구의�집합
'Cloud�Computing'을�별도의�유무료�서비스�형태로�제3자에게�제공
13
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•다만,�platform과�software를�빌리는�경우에는�digital�무형�자원이므로복사,�전달이�인터넷을�통해�쉽게�해결�
•그러나�infrastructure는�물리�장비라서�인터넷을�통한�대여가�어려움..�
•가상화(virtualization)�기술�필요성�대두
Hello�Cloud!
14
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•가상화의�나쁜�예
Hello�Cloud!
'Matrix�(1999)'에서�실제�world를�묘사한�virtual�world(software)가�존재
15
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Cloud�서비스에서�가상화
Hello�Cloud!
실제�물리�machine을�묘사한�virtual�machine(VM)을�software로�구현
16
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Cloud�서비스에서�가상화�
•전�가상화�(vs)�반�가상화
Hello�Cloud!
자료출처�http://www.cloudvirtualizationspecialist.com/difference-application-virtualization-paravirtualization/
실제�물리�machine을�묘사한�virtual�machine(VM)을�software로�구현
17
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•public�cloud�(vs)�private�cloud�
•Cloud�서비스의�물리�장비가�
•Cloud�서비스�업체에서�제공할�때�
•Cloud�서비스�사용자가�소유한�물리�장비일�때�
•그럼�왜,�누가�Cloud�서비스�시작하였는가?
Hello�Cloud!
->�private�cloud�(한정된�인원만�씀)
->�public�cloud�(즉,�불특정�다수가�함께�씀)
18
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•public�cloud�역사�(2004년�Amazon�의�고민)�
•1년�중에�traffic�peak�일�때(예:�Christmas�season)는�수�많은�서버가�필요.�
•하지만�이런�기간은�1년�중에�매우�짧음�(2~3주)�
•대부분의�기간은�traffic�peak�대비�적은�수의�서버로도�충분함�
•이는�대부분의�시간�동안�많은�서버들의�사용률이�매우�낮은�문제�발생
Hello�Cloud!
19
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
Hello�Cloud!
자료출처�https://www.sugerendo.com/en/empresa/nuestras-tecnologias/amazon-web-services/
20
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•public�cloud�역사�(2004년�Amazon�의�고민)�
•traffic�peak�일�때와�그렇지�않을�경우의�격차가�매년�더�커짐�
•언제�traffic�peak가�생길지�예측이�어려워짐�
•“서버를�필요할�때만�끌어다�쓰고�필요없을�때�반환할�수�없을까? 즉,�서버를�여러�기업에서�공유할�수�있을까?”�
•https://aws.amazon.com/about-aws/whats-new/2004/�:�SQS�출시�
•https://aws.amazon.com/about-aws/whats-new/2006/�:�EC2�출시
Hello�Cloud!
21
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•물리�서버�(vs)�Cloud�서버
Hello�Cloud!
물리서버
AWS
AWS외
Cloud서버
22
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•물리�서버(IDC)는�non-scalable�
•scale-out:�신규�서버�구매�
•scale-up:�부품�업그레이드->�소요�시간이�1주�이상�걸림�
•기업에게�“시간�=�돈”
Hello�Cloud!
23
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•“Cloud�서버�쓰세요.�두�번�쓰세요.”�
•Cloud�서버를�쓴다는�것은 “보이지�않는�개발자가�24시간�365일알아서�서버를�관리해준다”는�것 그것도�아주�아주�아주�싼�연봉으로.
Hello�Cloud!
24
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•“Cloud�서버�쓰세요.�두�번�쓰세요.”�
•Cloud�서버를�쓴다는�것은 “보이지�않는�개발자가�24시간�365일알아서�서버를�관리해준다”는�것 그것도�아주�아주�아주�싼�연봉으로.
Hello�Cloud!
Troubleshooting
API
HA
DR
Automation
Scale�Out
Scale�Up
BackupMigration
25
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Cloud�서버�사용의�이점�
•기업�경영자�입장:�비용절감(특히�인건비�절감)�
•‘홈피자’의�경우처럼�AtoZ를�모두�다�하려한다면,�
•‘냉동�피자’,�‘배달�피자’,�‘음식점�피자’�경우처럼�일부�위임을�해버리면,
Hello�Cloud!
적어도�3~10명�단위의�team이�3개�이상은�필요
전세계�대상으로�하는�서비스(약�20~50개국)를�운영에도핵심�인력�2~5명으로�충분
26
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Cloud�서버�사용의�이점�
•개발자�입장:�‘표준화'�
•‘홈피자’의�경우처럼�직접�물리�서버를�구비해서�관리한다면,�
•‘표준화’라는�단일한(homogeneous)�환경
Hello�Cloud!
통일되지�않은�다양한(heterogenous)�환경을�고려해야한다는�부담감
3R(Repeatable,�Reproducible,�Reliable)을�보장�
선배�개발자의�knowledge가�그대로�다음�세대에�전달되어�사용,�발전이�가능�
심지어�다른�국가,�다른�회사의�경험이�그대로�전파
27
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
Public�Cloud�Providers
28
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Public�cloud
Hello�Cloud!
AWS
AWS외
자료출처https://www.theregister.co.uk/2017/06/19/gartner_confirms_what_we_all_know_aws_and_microsoft_are_the_cloud_leaders_by_a_fair_way/
29
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
Public�Cloud�Providers
since�2006��������������������since�2008��������������������since�2010
30
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•지원되는�기능과�심지어�가격�정책�면에서�대동소이�
•매우�치열하게�경쟁적으로�기능�upgrade와�가격�정책�benchmarking을�진행(release�announce가�1주�단위)�
•2017년�8월에�비교�자료일부�기능�상의�차이도�계속�없어지고�있는�상황
Public�Cloud�Providers
https://stackify.com/microsoft-azure-vs-amazon-web-services-vs-google-compute-comparison
31
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•AWS�특장점�
•가장�오랫동안�운영된�서비스�(Since�2004)�
•가장�많은�use�case과�troubleshooting이�축적=>�사용자�입장에서(특히�개발자의�경우) 공식�문서와�인터넷�검색만으로도 큰�어려움�없이�사용�가능
Public�Cloud�Providers
32
거의�de�facto�급
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•GCP�특장점�
•기존의�Google�서비스들과�Android�라는�막강한�echosystem들과�쉬운�연동
Public�Cloud�Providers
33
Android�App�개발자에게�선호됨
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Azure�특장점�
•'Azure�Stack'이라는�private�cloud를�지원
Public�Cloud�Providers
34
public�cloud에�막연한�불안감(data�외부�유출�등)이�있는�사용자를�위한�선택
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•하지만,�이런�각�서비스�만의�고유의�장점과�차별점이�사라지는건�시간�문제�
•그�전까지�조금이라도�시장�점유율을�높이기�위해서�Cloud�서비스�업체�간의경쟁이�매우�치열하게�진행
Public�Cloud�Providers
35
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
AWS�Use�Cases�for�Data�Engineering
36
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•‘자,�어디서부터�시작할까?’
AWS�Use�Cases�for�Data�Engineering
37
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Abstraction�Level�
•이�발표에서는�AWS�의�PaaS�/�SaaS�components�를�중점적으로�다룹니다.
AWS�Use�Cases�for�Data�Engineering
자료출처�http://www.hostingadvice.com/how-to/iaas-vs-paas-vs-saas/
38
IaaS는�사용자가�직접�관련�software를�처음부터�설치하는�것이므로�생략
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Big�data�4�단계�
•AWS에서�big�data�관련�주요�PaaS�/�SaaS�components
AWS�Use�Cases�for�Data�Engineering
39
collection�->�storing�->�analysis�->�visualization
collection storing analysis�&�visualization
RDS DynamoDB
S3
Kinesis QuickSight
ES AthenaEMR
Redshift
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•fully�managed�Hadoop�
•HDFS�대신에�AWS�S3를�쓸�수도�있음�
•실시간�streaming�data�수집�(간단한�analysis�도�직접�처리�가능)�
•순간적으로�발생된�대규모�입력�요청도�문제없이�대응�
•원본�raw�data�저장도�가능하지만,간단한�aggregation,�emit�같은�data�가공도�지원
AWS�Use�Cases�for�Data�Engineering
40
EMR
복잡하고�오래걸리는�Hadoop�설치�및�성능�turning이�필요없음
Kinesis
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•‘Object�Storage’�
•무제한�공간�제공�
•저장된�파일�개수�증감과�상관없이�일정한�file�access�time�보장(일반�block�storage와�차별되는�장점)�
•단,�한�file�내에�random�access는�불가능
AWS�Use�Cases�for�Data�Engineering
41
S3
기본�3�replica�backup
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•fully�managed�MySQL�/�pgSQL�/�Oracle�/�MS�SQL�
•fully�managed�NoSQL�
•auto�scaling�지원�
•in-memory�cache�지원
AWS�Use�Cases�for�Data�Engineering
42
RDS
<=�RDB
DynamoDB DynamoDB�Accelerator�(DAX)
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Data�warehouse�
•기존�SQL�질의�처리�지원�
•S3,�RDS,�DynamoDB�에�저장된�data를�불러와서�병렬�처리�분석�
•즉,�structured,�semi-structured,�unstructured�data�모두�지원�
•in-memory�연산�기반의�visualization�생성�서비스�
•AutoGraph라는�data�type에�가장�적합한�형태의�visualization을자동�선택�해줌
AWS�Use�Cases�for�Data�Engineering
43
Redshift
QuickSight
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•fully�managed�Elasticsearch�
•AWS�Kinesis�로부터�들어오는�data를�처리할�수�있음�
•AWS�S3�에�저장된�data를�대상으로�SQL�질의�처리
AWS�Use�Cases�for�Data�Engineering
44
ES
Athena
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•AWS�사용법
AWS�Use�Cases�for�Data�Engineering
45
LEGO�블럭처럼�여러�개의�AWS�components를�조합해서�나만의�Infra�구축
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Data�Warehousing
AWS�Use�Cases�for�Data�Engineering
자료출처�https://aws.amazon.com/big-data/use-cases/
46
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
AWS�Use�Cases�for�Data�Engineering
자료출처�https://www.slideshare.net/awskorea/aws-big-data-and-analytics
47
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
Wrap�Up
48
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•Abstract�
•Contents�
•Hello�Cloud!�
•Public�Cloud�Providers�
•AWS�Use�Cases�for�Data�Engineering
Wrap�Up
49
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
•저희는�API�개발팀을�위한�모니터링�서비스를�만들고�있습니다. �저희의�early�bird�고객이�되어주세요.�
•AWS�KRUG에서�다른�전문가와�함께하세요.�
•저희�기술�블로그에서�AWS팁을�가져가세요!
Call�To�Action
https://hbsmith.io
https://blog.hbsmith.io
https://www.fb.com/groups/awskrug/�http://www.awskr.org/slack/
50
FAST�CAMPUS�Data�Platform�Seminar
www.fastcampus.co.kr�[email protected],�02-�501-9396�
Copyright�ⓒ�FAST�CAMPUS�Corp.��All�Rights�Reserved.�무단�전재�및�재배포�금지
51
감사합니다.13.�Oct.�2017�
한종원,�[email protected]
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