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Cloud Storage
AZURE, AWS & GOOGLE CLOUD
By : Thuru
Date : 2nd April 2015
http://thuruinhttp.wordpress.com
Cloud Storage
• Consumer oriented cloud storage services – mainly
from consumer product vendors
• Cloud infrastructure / platform oriented storage
services – mainly from cloud service vendors
Cloud Storage in Azure
Azure Storage
Blob Table Queue File Storage (preview)
Azure Blob Storage
Blob
Block Blobs
(streaming binary objects)
Page Blobs
(disks used in Azure VMs)

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Amazon EMR과 SageMaker를 이용하여 데이터를 준비하고 머신러닝 모델 개발 하기
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Amazon EMR과 SageMaker를 이용하여 데이터를 준비하고 머신러닝 모델 개발 하기

Amazon SageMaker는 머신러닝 프로젝트를 위한 통합 플랫폼입니다. SageMaker의 기능 중 Amazon SageMaker Studio는 머신러닝 통합 개발환경을 제공하여, 데이터를 준비에서부터 모델을 빌드, 교육 및 배포하는 데 필요한 모든 단계를 수행할 수 있습니다. Amazon EMR은 Apache Spark, Apache Hive 및 Presto와 같은 오픈 소스 분석 프레임워크를 사용하여 대규모 분산 데이터 처리 작업, 대화형 SQL 쿼리 및 ML 애플리케이션을 실행하기 위한 빅 데이터 플랫폼입니다. 이 세션에서는 데이터 과학자와 ML 엔지니어가 ML 워크플로우에서 분산 빅 데이터 프레임워크를 쉽게 사용할 수 있도록 상호 서비스 간의 통합에 대하여 데모를 통해 알아봅니다.

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• ZRS - Zone Redundant Storage – 3 copies in different DCs in same region
or different regions.
• GRS – Geo Redundant Storage – 6 copies. 3 in LRS mode and 3 in DCs in
different geo regions.
• RA GRS – Read Access Geo Redundant Storage – 6 copies same as GRS
but the 3 copies in different geo DC also have read access.
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발표영상 다시보기: https://youtu.be/eQjkwhyOOmI 대규모 데이터 레이크 구성 및 관리는 복잡하고 시간이 많이 걸리는 작업입니다. AWS Lake Formation은 수일만에 안전한 데이터 레이크를 구성할 수 있는 완전 관리 서비스입니다. 본 세션에서는 데이터 수집, 분류, 정리, 변환 및 보안을 위해 AWS Lake Formation을 통해 Amazon S3, EMR, Redshift 및 Athena와 같은 분석 도구를 쉽게 구성하는 방법을 알아봅니다. (2019년 11월 서울 리전 출시)

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S3 Redundancy
• Standard – Replication among DCs in the same region
• Reduced Redundancy Storage – Replication within single DC
• Cross Region Replication – Replication with DCs in a different selected
region
Google Cloud Storage – Demo
Buckets
Access
Comparison
Azure AWS Google Cloud
Price for 1st TB $ 0.03 per GB (ZRS) $ 0.03 per GB (Standard) $ 0.026 per GB (Standard)
Concept Storage Account,
Container
Buckets, Folders Buckets, Folders
Versioning Handled by Application Available Available in SDK
Notifications Available on demand
through alerts
Available on demand
through SNS
Available in SDK through SSE
Physical Import / Export Yes Yes No
Availability 99.9% 99.9% 99.9%
Life Cycle Handled by Application Available Available in SDK
Concurrency Optimistic, Pessimistic &
No Strategy (Last Write)
Optimistic & Last Write Optimistic & Last Write
Encryption No AES 256 on demand AES 128 by default
Questions ?

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Cloud Storage in Azure, AWS and Google Cloud

  • 1. Cloud Storage AZURE, AWS & GOOGLE CLOUD By : Thuru Date : 2nd April 2015 http://thuruinhttp.wordpress.com
  • 2. Cloud Storage • Consumer oriented cloud storage services – mainly from consumer product vendors • Cloud infrastructure / platform oriented storage services – mainly from cloud service vendors
  • 3. Cloud Storage in Azure Azure Storage Blob Table Queue File Storage (preview)
  • 4. Azure Blob Storage Blob Block Blobs (streaming binary objects) Page Blobs (disks used in Azure VMs)
  • 5. Azure Blob Storage – Demo Containers Monitoring Alerts Logs Tools (Storage Explorer) Azure SDK Sample Import/Export
  • 6. Azure Blob Redundancy • LRS – Local Redundant Storage – 3 copies in single DC • ZRS - Zone Redundant Storage – 3 copies in different DCs in same region or different regions. • GRS – Geo Redundant Storage – 6 copies. 3 in LRS mode and 3 in DCs in different geo regions. • RA GRS – Read Access Geo Redundant Storage – 6 copies same as GRS but the 3 copies in different geo DC also have read access.
  • 7. Cloud Storage in AWS AWS Storage S3 Glacier
  • 8. AWS S3 – Demo Buckets Versioning Notifications Logs Encryption Life Cycle AWS .NET SDK Sample
  • 9. S3 Redundancy • Standard – Replication among DCs in the same region • Reduced Redundancy Storage – Replication within single DC • Cross Region Replication – Replication with DCs in a different selected region
  • 10. Google Cloud Storage – Demo Buckets Access
  • 11. Comparison Azure AWS Google Cloud Price for 1st TB $ 0.03 per GB (ZRS) $ 0.03 per GB (Standard) $ 0.026 per GB (Standard) Concept Storage Account, Container Buckets, Folders Buckets, Folders Versioning Handled by Application Available Available in SDK Notifications Available on demand through alerts Available on demand through SNS Available in SDK through SSE Physical Import / Export Yes Yes No Availability 99.9% 99.9% 99.9% Life Cycle Handled by Application Available Available in SDK Concurrency Optimistic, Pessimistic & No Strategy (Last Write) Optimistic & Last Write Optimistic & Last Write Encryption No AES 256 on demand AES 128 by default