SlideShare a Scribd company logo
1 of 42
Download to read offline
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Data Integration into Amazon Redshift
Brad Helicher - Director of Cloud Business, Attunity
Reza Khan - Director of Global Support Services, Attunity
John Loughlin - Business Development Manager, Amazon Web Services
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Redshift Webinars
Various topics
• Overview: Introducing Redshift
• Best Practices 1: Data Loading and Key Choices
• Best Practices 2: Workload Migration and Space
Management
http://aws.amazon.com/resources/databaseservices/webin
ars
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Agenda
Data Integration in Redshift
• Integration with Amazon S3
• Integration with DynamoDB
• Partner Talk: Attunity Overview and Demo
• Wrap up
• Questions and Answers
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Getting data to the Amazon Cloud
Multi-part Upload
VPN
Direct Connect
Import Export
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Amazon Redshift Loading Data Overview
AWS CloudCorporate Data center
DynamoDB
Amazon S3
Data Volume
Amazon Elastic
MapReduce
Amazon RDS
Amazon
Redshift
Amazon
Glacier
logs / files
Source DBs
VPN
Connection
AWS Direct
Connect
S3 Multipart
Upload
AWS Import/
Export
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Native Integration
Load Data from DynamoDB
Load from Amazon S3
Data Pipeline
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Amazon Redshift Loading Data Overview
AWS CloudCorporate Data center
DynamoDB
Amazon S3
Data Volume
Amazon Elastic
MapReduce
Amazon RDS
Amazon
Redshift
Amazon
Glacier
logs / files
Source DBs
VPN
Connection
AWS Direct
Connect
S3 Multipart
Upload
AWS Import/
Export
Loading Data
from DynamoDB
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Loading data from a DynamoDB table
DynamoDB
Table
Amazon Redshift
COPY command
Amazon
Redshift
Copy orders from ‘dynamodb://orders’
Credentials ‘aws_access_key_id=<your-access-key>;
aws_secret_access_key=<your_secret_key>’
Readratio 50;
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
AWS CloudSocial Data
Redshift Data
Warehouse
Query & Report
DynamoDB
Online Registration
Web Apps
Reporting
and BI
DynamoDB Integration with Redshift
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Amazon Redshift Loading Data Overview
AWS CloudCorporate Data center
DynamoDB
Amazon S3
Data Volume
Amazon Elastic
MapReduce
Amazon RDS
Amazon
Redshift
Amazon
Glacier
logs / files
Source DBs
VPN
Connection
AWS Direct
Connect
S3 Multipart
Upload
AWS Import/
Export
Loading Data from S3
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Uploading Files to Amazon S3
Amazon
Redshiftmydata
Client.txt
Corporate Data center
Region
Ensure that your
data resides in the
same Region as
your Redshift
clusters
Split the data into
multiple files to
facilitate parallel
processing
Client.txt.
1
Client.txt.
2
Client.txt.
3
Client.txt.
4
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Unstructured Data and Redshift
transform
and enrich
S3 S3
EMR
Redshift
logs / files
Data
Pipeline
Reporting and
BI
exploratory
analytics
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Introduce Attunity
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Questions
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Amazon Redshift Partners
Data
Integration
Systems
Integrators
Business
Intelligence
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
References
Webinars on Best Practices, Redshift Overview and a
variety of database topics:
http://aws.amazon.com/resources/databaseservices/web
inars
Redshift partners:
http://aws.amazon.com/redshift/partners/
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
WEBINAR
Data Integration
into Amazon Redshift
www.attunitycloudbeam.co
m
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
STRUCTURED
SEMI-STRUCTURED
UNSTRUCTURED
Any Data
Any Time
Any Where
High Performance
Lower Total Cost
Quick Time to Value
Attunity
Moving the Data that Moves Your Business
WHERE DATA RESIDES
18
C-Level /
Management
Line of
Business
Analyst
Data
Warehouse
BI/Analytics
Server
Hadoop /
HDFS
Cloud
WHERE DATA NEEDS TO BE
ANALYTICS VALUEBIG DATA
CRM ERP
Content
Management
Web Logs
HR
Systems
Example Sources
APPLICATIONS
Sensors
OTHER
AND MORE…
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Moving Data into the DW is a Common Issue
Only 17%
of organizations are very satisfied
with the performance of their
data warehouse loading process.
– IDC Survey
19
“
”www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Pains in Data Acquisition for the Cloud
1. Complexity
2. Takes too long
3. Costs too much
4. Not real-time
5. Lack of Developer Resources
20
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
The Easy Way
To Get Data Into Amazon Redshift
Data Value
Click-2-Load. Optimized. Affordable.
More Data
Less Time
Less Cost
• Easy, no coding, no complexity
• Fully automated, end to end
• Fast, high performance integration
• Incremental and/or Real-time
Loading 21
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Attunity CloudBeam for Amazon Redshift
Optimized, end-to-end solution for
accelerating data loading into Redshift
Automated solution, easy to set-up and
manage
Supports many on-premises source
DB’s:
22
Source
Database
Amazon
Redshift
(on-prem)
Data Source Full Load CDC
Oracle + +
SQL Server + +
DB2 LUW + +
DB2 for iSeries + +
DB2 for z/OS + +
Sybase + +*
mySQL +
Salesforce +
ODBC +
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
23
Web-based Designer and
Management Console
Target
Database
Replication Server
In Memory Processing
Transform
Filter
Persistent Store
Source
Database
Transaction
Log
Bulk Reader
CDC
Bulk Loader
Stream Loader
Data / Metadata
Data / Metadata
Attunity CloudBeam for Amazon
Redshift
Attunity Replicate – on premises
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Replication Server
Attunity CloudBeam for Amazon Redshift –
Full Load
24
Source Database
3a Execute ‘copy’ command
to load data tables from S3
1 Generate table files
3b ‘Copy’ data from S3
Table Files
(folder per table)
S3
Table Files
in customer’s S3 account
Amazon
Redshift
AWS Region
2a
Beam
files to S3
2b
Validate file
content upon
arrival
3b Receive Acknowledgment on
successful ‘copy’ and apply
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Replication Server
Attunity CloudBeam for Amazon Redshift –
Incremental Load (CDC)
25
Source Database
1 Generate change files
Change Files (CDC)
Net Changes file
S3
Change Files
in customer’s S3 account
3b ‘Copy’ data to CDC table
4
Execute SQL commands
‘merge’ change into data tables
Amazon
Redshift AWS Region
Data Tables
CDC Table
2a
Beam
files to S3
2b
Validate file
content upon
arrival
3a Execute ‘copy’ command
to load data tables from S3
3b Receive Acknowledgment on
successful ‘copy’ and apply
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Attunity CloudBeam – Replicate for Redshift
Performance Optimizations
Optimized transfer protocol
Data transfer technologies:
Leverages Amazon multi-part transfers
Concurrent Sessions / Transfers
Compression
Recoverability, Guaranteed Delivery
SSL Encryption
Performance Gains:
10-12x over Standard Copy
Common Variables:
Bandwidth
Hardware
Data set
26
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
DEMO
Loading Oracle Data On-Prem to Amazon Redshift
High-Performance Information Availability Solutions. Made 27
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
The Easy Way
To Get Data Into Amazon Redshift
Data Value
Click-2-Load. Optimized. Affordable.
More Data
Less Time
Less Cost
• Easy, no coding, no complexity
• Fully automated, end to end
• Fast, high performance integration
• Incremental and/or Real-time
Loading
28
www.attunitycloudbeam.co
© 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc.
Start Today. Let us Help.
Sign up and check it out:
www.attunitycloudbeam.com
* on-demand subscription starts as low as $350/month
Contact us for more information:
Brad Helicher
954-946-2274, ext. 1105
Brad.helicher@attunity.com 29
WEBINAR
Data Integration
into Amazon Redshift
www.attunitycloudbeam.com
STRUCTURED
SEMI-STRUCTURED
UNSTRUCTURED
Any Data
Any Time
Any Where
High Performance
Lower Total Cost
Quick Time to Value
Attunity
Moving the Data that Moves Your Business
WHERE DATA RESIDES
31
C-Level /
Management
Line of
Business
Analyst
Data
Warehouse
BI/Analytics
Server
Hadoop /
HDFS
Cloud
WHERE DATA NEEDS TO BE
ANALYTICS VALUEBIG DATA
CRM ERP
Content
Management
Web Logs
HR
Systems
Example Sources
APPLICATIONS
Sensors
OTHER
AND MORE…
www.attunitycloudbeam.com
Moving Data into the DW is a Common Issue
Only 17%
of organizations are very satisfied
with the performance of their
data warehouse loading process.
– IDC Survey
32
“
”www.attunitycloudbeam.com
Pains in Data Acquisition for the Cloud
1. Complexity
2. Takes too long
3. Costs too much
4. Not real-time
5. Lack of Developer Resources
33
www.attunitycloudbeam.com
The Easy Way
To Get Data Into Amazon Redshift
Data Value
Click-2-Load. Optimized. Affordable.
More Data
Less Time
Less Cost
• Easy, no coding, no complexity
• Fully automated, end to end
• Fast, high performance integration
• Incremental and/or Real-time Loading
• Significantly lower cost 34
www.attunitycloudbeam.com
Attunity CloudBeam for Amazon Redshift
» Optimized, end-to-end solution for
accelerating data loading into Redshift
» Automated solution, easy to set-up and
manage
» Supports many on-premises source DB’s:
35
Source
Database
Amazon
Redshift
(on-prem)
Data Source Full Load CDC
Oracle + +
SQL Server + +
DB2 LUW + +
DB2 for iSeries + +
DB2 for z/OS + +
Sybase + +*
mySQL +
Salesforce +
ODBC +
www.attunitycloudbeam.com
36
Web-based Designer and
Management Console
Target
Database
Replication Server
In Memory Processing
Transform
Filter
Persistent Store
Source
Database
Transaction
Log
Bulk Reader
CDC
Bulk Loader
Stream Loader
Data / Metadata
Data / Metadata
Attunity CloudBeam for Amazon Redshift
Attunity Replicate – on premises
www.attunitycloudbeam.com
Replication Server
Attunity CloudBeam for Amazon Redshift –
Full Load
37
Source Database
3a Execute ‘copy’ command
to load data tables from S3
1 Generate table files
3b ‘Copy’ data from S3
Table Files
(folder per table)
S3
Table Files
in customer’s S3 account
Amazon
Redshift
AWS Region
2a Beam
files to S3
2b Validate file
content upon
arrival
3b Receive Acknowledgment on
successful ‘copy’ and apply
www.attunitycloudbeam.com
Replication Server
Attunity CloudBeam for Amazon Redshift –
Incremental Load (CDC)
38
Source Database
1 Generate change files
Change Files (CDC)
Net Changes file
S3
Change Files
in customer’s S3 account
3b ‘Copy’ data to CDC table
4
Execute SQL commands
‘merge’ change into data tables
Amazon
Redshift AWS Region
Data Tables
CDC Table
2a Beam
files to S3
2b Validate file
content upon
arrival
3a Execute ‘copy’ command
to load data tables from S3
3b Receive Acknowledgment on
successful ‘copy’ and apply
www.attunitycloudbeam.com
Attunity CloudBeam – Replicate for Redshift
Performance Optimizations
» Optimized transfer protocol
» Data transfer technologies:
» Leverages Amazon multi-part transfers
» Concurrent Sessions / Transfers
» Compression
» Recoverability, Guaranteed Delivery
» SSL Encryption
» Performance Gains:
» 10-12x over Standard Copy
» Common Variables:
» Bandwidth
» Hardware
» Data set
39
www.attunitycloudbeam.com
DEMO
Loading Oracle Data On-Prem to Amazon Redshift
High-Performance Information Availability Solutions. Made Radically Simple.40
The Easy Way
To Get Data Into Amazon Redshift
Data Value
Click-2-Load. Optimized. Affordable.
More Data
Less Time
Less Cost
• Easy, no coding, no complexity
• Fully automated, end to end
• Fast, high performance integration
• Incremental and/or Real-time Loading
• Significantly lower cost
41
www.attunitycloudbeam.com
Start Today. Let us Help.
» Sign up and check it out:
www.attunitycloudbeam.com
* on-demand subscription starts as low as $350/month
» Contact us for more information:
Brad Helicher
954-946-2274, ext. 1105
Brad.helicher@attunity.com 42

More Related Content

What's hot

What's hot (20)

AWS re:Invent 2016: Migrating Your Data Warehouse to Amazon Redshift (DAT202)
AWS re:Invent 2016: Migrating Your Data Warehouse to Amazon Redshift (DAT202)AWS re:Invent 2016: Migrating Your Data Warehouse to Amazon Redshift (DAT202)
AWS re:Invent 2016: Migrating Your Data Warehouse to Amazon Redshift (DAT202)
 
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMRCost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
Cost Optimization for Apache Hadoop/Spark Workloads with Amazon EMR
 
Big Data Analytics on the Cloud Oracle Applications AWS Redshift & Tableau
Big Data Analytics on the Cloud Oracle Applications AWS Redshift & TableauBig Data Analytics on the Cloud Oracle Applications AWS Redshift & Tableau
Big Data Analytics on the Cloud Oracle Applications AWS Redshift & Tableau
 
New Database Migration Services & RDS Updates
New Database Migration Services & RDS UpdatesNew Database Migration Services & RDS Updates
New Database Migration Services & RDS Updates
 
Getting Started with Amazon DynamoDB
Getting Started with Amazon DynamoDBGetting Started with Amazon DynamoDB
Getting Started with Amazon DynamoDB
 
Best Practices for Migrating your Data Warehouse to Amazon Redshift
Best Practices for Migrating your Data Warehouse to Amazon RedshiftBest Practices for Migrating your Data Warehouse to Amazon Redshift
Best Practices for Migrating your Data Warehouse to Amazon Redshift
 
B3 - Business intelligence apps on aws
B3 - Business intelligence apps on awsB3 - Business intelligence apps on aws
B3 - Business intelligence apps on aws
 
AWS Storage and Database Architecture Best Practices (DAT203) | AWS re:Invent...
AWS Storage and Database Architecture Best Practices (DAT203) | AWS re:Invent...AWS Storage and Database Architecture Best Practices (DAT203) | AWS re:Invent...
AWS Storage and Database Architecture Best Practices (DAT203) | AWS re:Invent...
 
Best practices for optimizing your EC2 costs with Spot Instances | AWS Floor28
Best practices for optimizing your EC2 costs with Spot Instances | AWS Floor28Best practices for optimizing your EC2 costs with Spot Instances | AWS Floor28
Best practices for optimizing your EC2 costs with Spot Instances | AWS Floor28
 
Data Warehousing with Amazon Redshift: Data Analytics Week at the SF Loft
Data Warehousing with Amazon Redshift: Data Analytics Week at the SF LoftData Warehousing with Amazon Redshift: Data Analytics Week at the SF Loft
Data Warehousing with Amazon Redshift: Data Analytics Week at the SF Loft
 
Module 2 - Datalake
Module 2 - DatalakeModule 2 - Datalake
Module 2 - Datalake
 
AWS re:Invent 2016: ElastiCache Deep Dive: Best Practices and Usage Patterns ...
AWS re:Invent 2016: ElastiCache Deep Dive: Best Practices and Usage Patterns ...AWS re:Invent 2016: ElastiCache Deep Dive: Best Practices and Usage Patterns ...
AWS re:Invent 2016: ElastiCache Deep Dive: Best Practices and Usage Patterns ...
 
Introduction to Amazon Redshift
Introduction to Amazon RedshiftIntroduction to Amazon Redshift
Introduction to Amazon Redshift
 
Amazon Redshift Masterclass
Amazon Redshift MasterclassAmazon Redshift Masterclass
Amazon Redshift Masterclass
 
Leveraging Amazon Redshift for your Data Warehouse
Leveraging Amazon Redshift for your Data WarehouseLeveraging Amazon Redshift for your Data Warehouse
Leveraging Amazon Redshift for your Data Warehouse
 
Data Warehousing with Amazon Redshift
Data Warehousing with Amazon RedshiftData Warehousing with Amazon Redshift
Data Warehousing with Amazon Redshift
 
Loading Data into Redshift with Lab
Loading Data into Redshift with LabLoading Data into Redshift with Lab
Loading Data into Redshift with Lab
 
AWS re:Invent 2016: How Toyota Racing Development Makes Racing Decisions in R...
AWS re:Invent 2016: How Toyota Racing Development Makes Racing Decisions in R...AWS re:Invent 2016: How Toyota Racing Development Makes Racing Decisions in R...
AWS re:Invent 2016: How Toyota Racing Development Makes Racing Decisions in R...
 
Building a Modern Data Warehouse - Deep Dive on Amazon Redshift
Building a Modern Data Warehouse - Deep Dive on Amazon RedshiftBuilding a Modern Data Warehouse - Deep Dive on Amazon Redshift
Building a Modern Data Warehouse - Deep Dive on Amazon Redshift
 
Data Warehousing with Amazon Redshift
Data Warehousing with Amazon RedshiftData Warehousing with Amazon Redshift
Data Warehousing with Amazon Redshift
 

Viewers also liked

Q2 2015 investor presentation
Q2 2015 investor presentationQ2 2015 investor presentation
Q2 2015 investor presentation
teradata2014
 
AWS Summit Benelux 2013 - Getting Started with AWS
AWS Summit Benelux 2013 - Getting Started with AWSAWS Summit Benelux 2013 - Getting Started with AWS
AWS Summit Benelux 2013 - Getting Started with AWS
Amazon Web Services
 
AWS Summit 2013 | Auckland - Opening Keynote
AWS Summit 2013 | Auckland - Opening KeynoteAWS Summit 2013 | Auckland - Opening Keynote
AWS Summit 2013 | Auckland - Opening Keynote
Amazon Web Services
 
AWS Enterprise Summit London 2013 - Yuri Misnik - AWS
AWS Enterprise Summit London 2013 - Yuri Misnik - AWSAWS Enterprise Summit London 2013 - Yuri Misnik - AWS
AWS Enterprise Summit London 2013 - Yuri Misnik - AWS
Amazon Web Services
 
A Step By Step Guide To Put DB2 On Amazon Cloud
A Step By Step Guide To Put DB2 On Amazon CloudA Step By Step Guide To Put DB2 On Amazon Cloud
A Step By Step Guide To Put DB2 On Amazon Cloud
Deepak Rao
 
Gartner magic quadrant for data warehouse database management systems
Gartner magic quadrant for data warehouse database management systemsGartner magic quadrant for data warehouse database management systems
Gartner magic quadrant for data warehouse database management systems
paramitap
 

Viewers also liked (20)

AWS Webinar - Dynamo DB + Redshift 13_09_19
AWS Webinar - Dynamo DB + Redshift 13_09_19AWS Webinar - Dynamo DB + Redshift 13_09_19
AWS Webinar - Dynamo DB + Redshift 13_09_19
 
Real-time Data Processing with Amazon DynamoDB Streams and AWS Lambda
Real-time Data Processing with Amazon DynamoDB Streams and AWS LambdaReal-time Data Processing with Amazon DynamoDB Streams and AWS Lambda
Real-time Data Processing with Amazon DynamoDB Streams and AWS Lambda
 
AWS re:Invent 2016: Best Practices for Data Warehousing with Amazon Redshift ...
AWS re:Invent 2016: Best Practices for Data Warehousing with Amazon Redshift ...AWS re:Invent 2016: Best Practices for Data Warehousing with Amazon Redshift ...
AWS re:Invent 2016: Best Practices for Data Warehousing with Amazon Redshift ...
 
Q2 2015 investor presentation
Q2 2015 investor presentationQ2 2015 investor presentation
Q2 2015 investor presentation
 
IBM Software Available In The Cloud With Amazon Web Services
IBM Software Available In The Cloud With Amazon Web ServicesIBM Software Available In The Cloud With Amazon Web Services
IBM Software Available In The Cloud With Amazon Web Services
 
AWS Summit Benelux 2013 - Getting Started with AWS
AWS Summit Benelux 2013 - Getting Started with AWSAWS Summit Benelux 2013 - Getting Started with AWS
AWS Summit Benelux 2013 - Getting Started with AWS
 
AWS Summit 2013 | Auckland - Your First Week with Amazon EC2
AWS Summit 2013 | Auckland - Your First Week with Amazon EC2AWS Summit 2013 | Auckland - Your First Week with Amazon EC2
AWS Summit 2013 | Auckland - Your First Week with Amazon EC2
 
AWS "Game On" Event - Gaming on AWS - 19 June 13
AWS "Game On" Event - Gaming on AWS - 19 June 13AWS "Game On" Event - Gaming on AWS - 19 June 13
AWS "Game On" Event - Gaming on AWS - 19 June 13
 
AWS Summit 2013 | Auckland - Opening Keynote
AWS Summit 2013 | Auckland - Opening KeynoteAWS Summit 2013 | Auckland - Opening Keynote
AWS Summit 2013 | Auckland - Opening Keynote
 
AWS Enterprise Summit London 2013 - Yuri Misnik - AWS
AWS Enterprise Summit London 2013 - Yuri Misnik - AWSAWS Enterprise Summit London 2013 - Yuri Misnik - AWS
AWS Enterprise Summit London 2013 - Yuri Misnik - AWS
 
Track 2- Atelier 4 - Architecturez pour de la haute disponibilité
Track 2- Atelier 4 - Architecturez pour de la haute disponibilitéTrack 2- Atelier 4 - Architecturez pour de la haute disponibilité
Track 2- Atelier 4 - Architecturez pour de la haute disponibilité
 
A Step By Step Guide To Put DB2 On Amazon Cloud
A Step By Step Guide To Put DB2 On Amazon CloudA Step By Step Guide To Put DB2 On Amazon Cloud
A Step By Step Guide To Put DB2 On Amazon Cloud
 
System z Mainframe Data with Amazon S3 and Amazon Glacier (ENT107) | AWS re:I...
System z Mainframe Data with Amazon S3 and Amazon Glacier (ENT107) | AWS re:I...System z Mainframe Data with Amazon S3 and Amazon Glacier (ENT107) | AWS re:I...
System z Mainframe Data with Amazon S3 and Amazon Glacier (ENT107) | AWS re:I...
 
Backup and Archiving in the AWS Cloud
Backup and Archiving in the AWS CloudBackup and Archiving in the AWS Cloud
Backup and Archiving in the AWS Cloud
 
B1 – Migrating enterprise applications to aws
B1 – Migrating enterprise applications to awsB1 – Migrating enterprise applications to aws
B1 – Migrating enterprise applications to aws
 
Gartner magic quadrant for data warehouse database management systems
Gartner magic quadrant for data warehouse database management systemsGartner magic quadrant for data warehouse database management systems
Gartner magic quadrant for data warehouse database management systems
 
Building an Amazon Datawarehouse and Using Business Intelligence Analytics Tools
Building an Amazon Datawarehouse and Using Business Intelligence Analytics ToolsBuilding an Amazon Datawarehouse and Using Business Intelligence Analytics Tools
Building an Amazon Datawarehouse and Using Business Intelligence Analytics Tools
 
Easy Analytics on AWS with Amazon Redshift, Amazon QuickSight, and Amazon Mac...
Easy Analytics on AWS with Amazon Redshift, Amazon QuickSight, and Amazon Mac...Easy Analytics on AWS with Amazon Redshift, Amazon QuickSight, and Amazon Mac...
Easy Analytics on AWS with Amazon Redshift, Amazon QuickSight, and Amazon Mac...
 
A Beginner's Guide to Building Data Pipelines with Luigi
A Beginner's Guide to Building Data Pipelines with LuigiA Beginner's Guide to Building Data Pipelines with Luigi
A Beginner's Guide to Building Data Pipelines with Luigi
 
Migrate your Data Warehouse to Amazon Redshift - September Webinar Series
Migrate your Data Warehouse to Amazon Redshift - September Webinar SeriesMigrate your Data Warehouse to Amazon Redshift - September Webinar Series
Migrate your Data Warehouse to Amazon Redshift - September Webinar Series
 

Similar to AWS Webcast - Data Integration into Amazon Redshift

Migrate and Modernize Your Database
Migrate and Modernize Your DatabaseMigrate and Modernize Your Database
Migrate and Modernize Your Database
Amazon Web Services
 

Similar to AWS Webcast - Data Integration into Amazon Redshift (20)

AWS Webcast - Introducing Amazon Redshift
AWS Webcast - Introducing Amazon RedshiftAWS Webcast - Introducing Amazon Redshift
AWS Webcast - Introducing Amazon Redshift
 
AWS Webcast - Intro CloudFront Reporting Features
AWS Webcast - Intro CloudFront Reporting FeaturesAWS Webcast - Intro CloudFront Reporting Features
AWS Webcast - Intro CloudFront Reporting Features
 
5 Reasons to Move Your BI to the Cloud
5 Reasons to Move Your BI to the Cloud5 Reasons to Move Your BI to the Cloud
5 Reasons to Move Your BI to the Cloud
 
Introduction to AWS Lake Formation.pptx
Introduction to AWS Lake Formation.pptxIntroduction to AWS Lake Formation.pptx
Introduction to AWS Lake Formation.pptx
 
Migrate and Modernize Your Database
Migrate and Modernize Your DatabaseMigrate and Modernize Your Database
Migrate and Modernize Your Database
 
Migrare a AWS per ridurre il debito tecnico e focalizzarsi sull'innovazione
Migrare a AWS per ridurre il debito tecnico e focalizzarsi sull'innovazioneMigrare a AWS per ridurre il debito tecnico e focalizzarsi sull'innovazione
Migrare a AWS per ridurre il debito tecnico e focalizzarsi sull'innovazione
 
Implementing a Data Warehouse on AWS in a Hybrid Environment
Implementing a Data Warehouse on AWS in a Hybrid EnvironmentImplementing a Data Warehouse on AWS in a Hybrid Environment
Implementing a Data Warehouse on AWS in a Hybrid Environment
 
What's New with Amazon Redshift ft. Dow Jones (ANT350-R) - AWS re:Invent 2018
What's New with Amazon Redshift ft. Dow Jones (ANT350-R) - AWS re:Invent 2018What's New with Amazon Redshift ft. Dow Jones (ANT350-R) - AWS re:Invent 2018
What's New with Amazon Redshift ft. Dow Jones (ANT350-R) - AWS re:Invent 2018
 
AWS Webcast - Introducing Amazon RDS for PostgreSQL
AWS Webcast - Introducing Amazon RDS for PostgreSQLAWS Webcast - Introducing Amazon RDS for PostgreSQL
AWS Webcast - Introducing Amazon RDS for PostgreSQL
 
Accelerate Database Migration to AWS with DB Best
 Accelerate Database Migration to AWS with DB Best Accelerate Database Migration to AWS with DB Best
Accelerate Database Migration to AWS with DB Best
 
AWS Webcast - Amazon CloudFront Zone Apex Support & Custom SSL Domain Names
AWS Webcast - Amazon CloudFront Zone Apex Support & Custom SSL Domain Names  AWS Webcast - Amazon CloudFront Zone Apex Support & Custom SSL Domain Names
AWS Webcast - Amazon CloudFront Zone Apex Support & Custom SSL Domain Names
 
Migrazione di Database e Data Warehouse su AWS
Migrazione di Database e Data Warehouse su AWSMigrazione di Database e Data Warehouse su AWS
Migrazione di Database e Data Warehouse su AWS
 
Migrating Your Databases to AWS - Deep Dive on Amazon RDS and AWS Database Mi...
Migrating Your Databases to AWS - Deep Dive on Amazon RDS and AWS Database Mi...Migrating Your Databases to AWS - Deep Dive on Amazon RDS and AWS Database Mi...
Migrating Your Databases to AWS - Deep Dive on Amazon RDS and AWS Database Mi...
 
Oracle Enterprise Solutions on AWS (GPSCT203) - AWS re:Invent 2018
Oracle Enterprise Solutions on AWS (GPSCT203) - AWS re:Invent 2018Oracle Enterprise Solutions on AWS (GPSCT203) - AWS re:Invent 2018
Oracle Enterprise Solutions on AWS (GPSCT203) - AWS re:Invent 2018
 
Deep dive session - sap and aws - extend and innovate
Deep dive session - sap and aws - extend and innovateDeep dive session - sap and aws - extend and innovate
Deep dive session - sap and aws - extend and innovate
 
reModernize - Updating & Consolidating MySQL
reModernize - Updating & Consolidating MySQLreModernize - Updating & Consolidating MySQL
reModernize - Updating & Consolidating MySQL
 
Migrating Massive Databases and Data Warehouses to the Cloud - ENT327 - re:In...
Migrating Massive Databases and Data Warehouses to the Cloud - ENT327 - re:In...Migrating Massive Databases and Data Warehouses to the Cloud - ENT327 - re:In...
Migrating Massive Databases and Data Warehouses to the Cloud - ENT327 - re:In...
 
Migrating your IT - AWS Summit Cape Town 2018
Migrating your IT - AWS Summit Cape Town 2018Migrating your IT - AWS Summit Cape Town 2018
Migrating your IT - AWS Summit Cape Town 2018
 
Migrating Financial and Accounting Systems from Oracle to Amazon DynamoDB (DA...
Migrating Financial and Accounting Systems from Oracle to Amazon DynamoDB (DA...Migrating Financial and Accounting Systems from Oracle to Amazon DynamoDB (DA...
Migrating Financial and Accounting Systems from Oracle to Amazon DynamoDB (DA...
 
Migrating database to cloud
Migrating database to cloudMigrating database to cloud
Migrating database to cloud
 

More from Amazon Web Services

Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
Amazon Web Services
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
Amazon Web Services
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
Amazon Web Services
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
Amazon Web Services
 

More from Amazon Web Services (20)

Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
Come costruire servizi di Forecasting sfruttando algoritmi di ML e deep learn...
 
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
Big Data per le Startup: come creare applicazioni Big Data in modalità Server...
 
Esegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS FargateEsegui pod serverless con Amazon EKS e AWS Fargate
Esegui pod serverless con Amazon EKS e AWS Fargate
 
Costruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWSCostruire Applicazioni Moderne con AWS
Costruire Applicazioni Moderne con AWS
 
Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot Come spendere fino al 90% in meno con i container e le istanze spot
Come spendere fino al 90% in meno con i container e le istanze spot
 
Open banking as a service
Open banking as a serviceOpen banking as a service
Open banking as a service
 
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
Rendi unica l’offerta della tua startup sul mercato con i servizi Machine Lea...
 
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...OpsWorks Configuration Management: automatizza la gestione e i deployment del...
OpsWorks Configuration Management: automatizza la gestione e i deployment del...
 
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows WorkloadsMicrosoft Active Directory su AWS per supportare i tuoi Windows Workloads
Microsoft Active Directory su AWS per supportare i tuoi Windows Workloads
 
Computer Vision con AWS
Computer Vision con AWSComputer Vision con AWS
Computer Vision con AWS
 
Database Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatareDatabase Oracle e VMware Cloud on AWS i miti da sfatare
Database Oracle e VMware Cloud on AWS i miti da sfatare
 
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJSCrea la tua prima serverless ledger-based app con QLDB e NodeJS
Crea la tua prima serverless ledger-based app con QLDB e NodeJS
 
API moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e webAPI moderne real-time per applicazioni mobili e web
API moderne real-time per applicazioni mobili e web
 
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatareDatabase Oracle e VMware Cloud™ on AWS: i miti da sfatare
Database Oracle e VMware Cloud™ on AWS: i miti da sfatare
 
Tools for building your MVP on AWS
Tools for building your MVP on AWSTools for building your MVP on AWS
Tools for building your MVP on AWS
 
How to Build a Winning Pitch Deck
How to Build a Winning Pitch DeckHow to Build a Winning Pitch Deck
How to Build a Winning Pitch Deck
 
Building a web application without servers
Building a web application without serversBuilding a web application without servers
Building a web application without servers
 
Fundraising Essentials
Fundraising EssentialsFundraising Essentials
Fundraising Essentials
 
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
AWS_HK_StartupDay_Building Interactive websites while automating for efficien...
 
Introduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container ServiceIntroduzione a Amazon Elastic Container Service
Introduzione a Amazon Elastic Container Service
 

Recently uploaded

Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
amitlee9823
 
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
daisycvs
 
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
lizamodels9
 
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
amitlee9823
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
amitlee9823
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Sheetaleventcompany
 
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service NoidaCall Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
dlhescort
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
dlhescort
 

Recently uploaded (20)

Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperity
 
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 98765-12871 Top Class Call Girl Service Available
 
Phases of Negotiation .pptx
 Phases of Negotiation .pptx Phases of Negotiation .pptx
Phases of Negotiation .pptx
 
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
 
Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investors
 
Falcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in indiaFalcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in india
 
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
Russian Call Girls In Rajiv Chowk Gurgaon ❤️8448577510 ⊹Best Escorts Service ...
 
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
 
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
 
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
 
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort ServiceEluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League City
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
 
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service NoidaCall Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
Call Girls Service In Old Town Dubai ((0551707352)) Old Town Dubai Call Girl ...
 
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLBAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 

AWS Webcast - Data Integration into Amazon Redshift

  • 1. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Data Integration into Amazon Redshift Brad Helicher - Director of Cloud Business, Attunity Reza Khan - Director of Global Support Services, Attunity John Loughlin - Business Development Manager, Amazon Web Services
  • 2. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Redshift Webinars Various topics • Overview: Introducing Redshift • Best Practices 1: Data Loading and Key Choices • Best Practices 2: Workload Migration and Space Management http://aws.amazon.com/resources/databaseservices/webin ars
  • 3. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Agenda Data Integration in Redshift • Integration with Amazon S3 • Integration with DynamoDB • Partner Talk: Attunity Overview and Demo • Wrap up • Questions and Answers
  • 4. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Getting data to the Amazon Cloud Multi-part Upload VPN Direct Connect Import Export
  • 5. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Amazon Redshift Loading Data Overview AWS CloudCorporate Data center DynamoDB Amazon S3 Data Volume Amazon Elastic MapReduce Amazon RDS Amazon Redshift Amazon Glacier logs / files Source DBs VPN Connection AWS Direct Connect S3 Multipart Upload AWS Import/ Export
  • 6. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Native Integration Load Data from DynamoDB Load from Amazon S3 Data Pipeline
  • 7. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Amazon Redshift Loading Data Overview AWS CloudCorporate Data center DynamoDB Amazon S3 Data Volume Amazon Elastic MapReduce Amazon RDS Amazon Redshift Amazon Glacier logs / files Source DBs VPN Connection AWS Direct Connect S3 Multipart Upload AWS Import/ Export Loading Data from DynamoDB
  • 8. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Loading data from a DynamoDB table DynamoDB Table Amazon Redshift COPY command Amazon Redshift Copy orders from ‘dynamodb://orders’ Credentials ‘aws_access_key_id=<your-access-key>; aws_secret_access_key=<your_secret_key>’ Readratio 50;
  • 9. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. AWS CloudSocial Data Redshift Data Warehouse Query & Report DynamoDB Online Registration Web Apps Reporting and BI DynamoDB Integration with Redshift
  • 10. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Amazon Redshift Loading Data Overview AWS CloudCorporate Data center DynamoDB Amazon S3 Data Volume Amazon Elastic MapReduce Amazon RDS Amazon Redshift Amazon Glacier logs / files Source DBs VPN Connection AWS Direct Connect S3 Multipart Upload AWS Import/ Export Loading Data from S3
  • 11. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Uploading Files to Amazon S3 Amazon Redshiftmydata Client.txt Corporate Data center Region Ensure that your data resides in the same Region as your Redshift clusters Split the data into multiple files to facilitate parallel processing Client.txt. 1 Client.txt. 2 Client.txt. 3 Client.txt. 4
  • 12. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Unstructured Data and Redshift transform and enrich S3 S3 EMR Redshift logs / files Data Pipeline Reporting and BI exploratory analytics
  • 13. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Introduce Attunity
  • 14. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Questions
  • 15. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Amazon Redshift Partners Data Integration Systems Integrators Business Intelligence
  • 16. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. References Webinars on Best Practices, Redshift Overview and a variety of database topics: http://aws.amazon.com/resources/databaseservices/web inars Redshift partners: http://aws.amazon.com/redshift/partners/
  • 17. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. WEBINAR Data Integration into Amazon Redshift www.attunitycloudbeam.co m
  • 18. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. STRUCTURED SEMI-STRUCTURED UNSTRUCTURED Any Data Any Time Any Where High Performance Lower Total Cost Quick Time to Value Attunity Moving the Data that Moves Your Business WHERE DATA RESIDES 18 C-Level / Management Line of Business Analyst Data Warehouse BI/Analytics Server Hadoop / HDFS Cloud WHERE DATA NEEDS TO BE ANALYTICS VALUEBIG DATA CRM ERP Content Management Web Logs HR Systems Example Sources APPLICATIONS Sensors OTHER AND MORE… www.attunitycloudbeam.co
  • 19. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Moving Data into the DW is a Common Issue Only 17% of organizations are very satisfied with the performance of their data warehouse loading process. – IDC Survey 19 “ ”www.attunitycloudbeam.co
  • 20. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Pains in Data Acquisition for the Cloud 1. Complexity 2. Takes too long 3. Costs too much 4. Not real-time 5. Lack of Developer Resources 20 www.attunitycloudbeam.co
  • 21. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. The Easy Way To Get Data Into Amazon Redshift Data Value Click-2-Load. Optimized. Affordable. More Data Less Time Less Cost • Easy, no coding, no complexity • Fully automated, end to end • Fast, high performance integration • Incremental and/or Real-time Loading 21 www.attunitycloudbeam.co
  • 22. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Attunity CloudBeam for Amazon Redshift Optimized, end-to-end solution for accelerating data loading into Redshift Automated solution, easy to set-up and manage Supports many on-premises source DB’s: 22 Source Database Amazon Redshift (on-prem) Data Source Full Load CDC Oracle + + SQL Server + + DB2 LUW + + DB2 for iSeries + + DB2 for z/OS + + Sybase + +* mySQL + Salesforce + ODBC + www.attunitycloudbeam.co
  • 23. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. 23 Web-based Designer and Management Console Target Database Replication Server In Memory Processing Transform Filter Persistent Store Source Database Transaction Log Bulk Reader CDC Bulk Loader Stream Loader Data / Metadata Data / Metadata Attunity CloudBeam for Amazon Redshift Attunity Replicate – on premises www.attunitycloudbeam.co
  • 24. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Replication Server Attunity CloudBeam for Amazon Redshift – Full Load 24 Source Database 3a Execute ‘copy’ command to load data tables from S3 1 Generate table files 3b ‘Copy’ data from S3 Table Files (folder per table) S3 Table Files in customer’s S3 account Amazon Redshift AWS Region 2a Beam files to S3 2b Validate file content upon arrival 3b Receive Acknowledgment on successful ‘copy’ and apply www.attunitycloudbeam.co
  • 25. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Replication Server Attunity CloudBeam for Amazon Redshift – Incremental Load (CDC) 25 Source Database 1 Generate change files Change Files (CDC) Net Changes file S3 Change Files in customer’s S3 account 3b ‘Copy’ data to CDC table 4 Execute SQL commands ‘merge’ change into data tables Amazon Redshift AWS Region Data Tables CDC Table 2a Beam files to S3 2b Validate file content upon arrival 3a Execute ‘copy’ command to load data tables from S3 3b Receive Acknowledgment on successful ‘copy’ and apply www.attunitycloudbeam.co
  • 26. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Attunity CloudBeam – Replicate for Redshift Performance Optimizations Optimized transfer protocol Data transfer technologies: Leverages Amazon multi-part transfers Concurrent Sessions / Transfers Compression Recoverability, Guaranteed Delivery SSL Encryption Performance Gains: 10-12x over Standard Copy Common Variables: Bandwidth Hardware Data set 26 www.attunitycloudbeam.co
  • 27. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. DEMO Loading Oracle Data On-Prem to Amazon Redshift High-Performance Information Availability Solutions. Made 27
  • 28. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. The Easy Way To Get Data Into Amazon Redshift Data Value Click-2-Load. Optimized. Affordable. More Data Less Time Less Cost • Easy, no coding, no complexity • Fully automated, end to end • Fast, high performance integration • Incremental and/or Real-time Loading 28 www.attunitycloudbeam.co
  • 29. © 2011 Amazon.com, Inc. and its affiliates. All rights reserved. May not be copied, modified or distributed in whole or in part without the express consent of Amazon.com, Inc. Start Today. Let us Help. Sign up and check it out: www.attunitycloudbeam.com * on-demand subscription starts as low as $350/month Contact us for more information: Brad Helicher 954-946-2274, ext. 1105 Brad.helicher@attunity.com 29
  • 30. WEBINAR Data Integration into Amazon Redshift www.attunitycloudbeam.com
  • 31. STRUCTURED SEMI-STRUCTURED UNSTRUCTURED Any Data Any Time Any Where High Performance Lower Total Cost Quick Time to Value Attunity Moving the Data that Moves Your Business WHERE DATA RESIDES 31 C-Level / Management Line of Business Analyst Data Warehouse BI/Analytics Server Hadoop / HDFS Cloud WHERE DATA NEEDS TO BE ANALYTICS VALUEBIG DATA CRM ERP Content Management Web Logs HR Systems Example Sources APPLICATIONS Sensors OTHER AND MORE… www.attunitycloudbeam.com
  • 32. Moving Data into the DW is a Common Issue Only 17% of organizations are very satisfied with the performance of their data warehouse loading process. – IDC Survey 32 “ ”www.attunitycloudbeam.com
  • 33. Pains in Data Acquisition for the Cloud 1. Complexity 2. Takes too long 3. Costs too much 4. Not real-time 5. Lack of Developer Resources 33 www.attunitycloudbeam.com
  • 34. The Easy Way To Get Data Into Amazon Redshift Data Value Click-2-Load. Optimized. Affordable. More Data Less Time Less Cost • Easy, no coding, no complexity • Fully automated, end to end • Fast, high performance integration • Incremental and/or Real-time Loading • Significantly lower cost 34 www.attunitycloudbeam.com
  • 35. Attunity CloudBeam for Amazon Redshift » Optimized, end-to-end solution for accelerating data loading into Redshift » Automated solution, easy to set-up and manage » Supports many on-premises source DB’s: 35 Source Database Amazon Redshift (on-prem) Data Source Full Load CDC Oracle + + SQL Server + + DB2 LUW + + DB2 for iSeries + + DB2 for z/OS + + Sybase + +* mySQL + Salesforce + ODBC + www.attunitycloudbeam.com
  • 36. 36 Web-based Designer and Management Console Target Database Replication Server In Memory Processing Transform Filter Persistent Store Source Database Transaction Log Bulk Reader CDC Bulk Loader Stream Loader Data / Metadata Data / Metadata Attunity CloudBeam for Amazon Redshift Attunity Replicate – on premises www.attunitycloudbeam.com
  • 37. Replication Server Attunity CloudBeam for Amazon Redshift – Full Load 37 Source Database 3a Execute ‘copy’ command to load data tables from S3 1 Generate table files 3b ‘Copy’ data from S3 Table Files (folder per table) S3 Table Files in customer’s S3 account Amazon Redshift AWS Region 2a Beam files to S3 2b Validate file content upon arrival 3b Receive Acknowledgment on successful ‘copy’ and apply www.attunitycloudbeam.com
  • 38. Replication Server Attunity CloudBeam for Amazon Redshift – Incremental Load (CDC) 38 Source Database 1 Generate change files Change Files (CDC) Net Changes file S3 Change Files in customer’s S3 account 3b ‘Copy’ data to CDC table 4 Execute SQL commands ‘merge’ change into data tables Amazon Redshift AWS Region Data Tables CDC Table 2a Beam files to S3 2b Validate file content upon arrival 3a Execute ‘copy’ command to load data tables from S3 3b Receive Acknowledgment on successful ‘copy’ and apply www.attunitycloudbeam.com
  • 39. Attunity CloudBeam – Replicate for Redshift Performance Optimizations » Optimized transfer protocol » Data transfer technologies: » Leverages Amazon multi-part transfers » Concurrent Sessions / Transfers » Compression » Recoverability, Guaranteed Delivery » SSL Encryption » Performance Gains: » 10-12x over Standard Copy » Common Variables: » Bandwidth » Hardware » Data set 39 www.attunitycloudbeam.com
  • 40. DEMO Loading Oracle Data On-Prem to Amazon Redshift High-Performance Information Availability Solutions. Made Radically Simple.40
  • 41. The Easy Way To Get Data Into Amazon Redshift Data Value Click-2-Load. Optimized. Affordable. More Data Less Time Less Cost • Easy, no coding, no complexity • Fully automated, end to end • Fast, high performance integration • Incremental and/or Real-time Loading • Significantly lower cost 41 www.attunitycloudbeam.com
  • 42. Start Today. Let us Help. » Sign up and check it out: www.attunitycloudbeam.com * on-demand subscription starts as low as $350/month » Contact us for more information: Brad Helicher 954-946-2274, ext. 1105 Brad.helicher@attunity.com 42