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Golden Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert Client/Partner logo

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Page 1: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Golden Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen

Hannover, 2015-03-10

Peter Birwe

Dr. Dierk Hahn

Insert Client/Partner logo

Page 2: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

3 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 3: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

4 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 4: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

5 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Capgemini nutzt und erweitert erfolgreich seine globale Business Information Management Service Line (BIM)

Capgeminis globale Reichweite mit Geschäftsfeldern in über 44 Ländern und dem speziellen Fokus auf Business Information Management mit über 8.000 erfahrenen Mitarbeitern ermöglicht umfassende End-to-End-Services auch in hochmodernen und innovativen Themenfeldern.

Capgemini verfügt mit seiner globalen Intelligent-Enterprise-Methode über einen einzigartig integrierten Ansatz zur Beschreibung weitreichender Informationsstrategien. Industriespezifische BIM Lösungsbausteine unterstreichen das tiefgreifende Fachwissen von Capgemini.

Mit seinem Rightshore®-Ansatz besitzt Capgemini ein marktweit führendes Rahmenwerk zur Entwicklung und zum Betrieb von BIM-Lösungen. Wichtiger Bestandteil ist das BIM Center-of-Excellence in Indien mit über 2.000 Mitarbeitern.

Capgemini pflegt langjährige Partnerschaften mit allen großen BI-Softwareherstellern, um die für die Kundenbedürfnisse optimale Lösung zu entwickeln.

BIM – Eine starke globale Einheit!

Canada

United States

Mexico

Brazil

Argentina

Morocco

Australia

China

India

NetherlandsPolandSpainSwedenSwitzerlandUK

AustriaFinlandFranceItalyGermanyNorway

Global Partner

Outstanding

Collaboration Award

2011

Most valuable

partner award

2010

Innovation award 2009 & 2010

Epic award for Contribution

Revenue 2011 & 2012

Diamond Partner

BI Specialized Partner

Global Applications Partner

of the Year Award 2012

IIG President’s award

for Customer

Satisfaction 2012

Software's Most

Innovative Alliance

Partner of the Year

2011

Pinnacle Awards

2 in 2012

1 in 2011, 2 in 2010

Services Partner of

the Year award

2012

Page 5: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

6 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 6: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Trends in Data Warehouse und Business Intelligence Influence DWH Architectures

In Memory

Databases

In Memory

Databases

No SQL / No SQL / Big Data

Agile BI

Appliances

Cloud BI

BI as a self BI as a self service

Column

Databases

Column Based

Databases

Copyright © Capgemini 2012. All Rights Reserved

7 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Sand-boxing

Analytics

Social

Media

Analytics

DWH

Konsoli-

dierung

Industriali-Industriali-sierung

Data Lake

Page 7: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Stakeholders Perspective

Business Business view

IT development Technical view

Operations Infrastructure view

Perspectives of different stakeholders on BIM reference architecture

Perspectives of different stakeholders on BIM reference architecture

Page 8: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Our reference architecture describes the essential BI and BDA services independent from vendors

Operational applications and processes

Data Sources Operational

IT-Systems

Package based apps,

Custom built apps

Data Management

End users

and roles

Data integration

Information

delivery

Reference and

Market data

D&B,

S&P, …

Informal data

Extraction

Transformation

Data quality

Load

Enterprise

Service

Bus

Staging Area

BI Frontend

Tools

BI Applications (LOB‘s, Verticals)

Risk Mgmt. Compliance Performance Mgmt. Relationship Mgmt.

IDOC File XML SQL ODBC JDBC

SQL MDX xQuery PMML ODBO XML/A BAPI ODBC JDBC

Meta

da

ta M

an

ag

em

en

t

BAPI

Data Warehouse

Pro

cess M

an

ag

em

en

t

Syste

m M

an

ag

em

en

t

Operational

Data Store

Master Data Hubs

Customers,

Products,

Data

Steward Author Recipient

BI Platform

Portal, Search, Collaboration, Personalization, Semantic Access Layer, Security, Scheduling, SDK, (Web) Services

Structured data

Unstructured data

Big Data

Sensor logs, social feeds,

clickstream, server logs, audio,

video, image, documents, …

Data Marts

R

File System

Hive MR

Data Streams

Data Virtualization

Data Streaming

Administrator

Pri

vacy a

nd

Secu

rity

Co

mp

lex E

ven

t P

rocessin

g

Metadata

CWMI

Reporting Analysis Adv. Analytics Alerting Dashboarding Scorecarding Planning Data

Exploration

NoSQL

Text Processing /

NLP

Page 9: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

10 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 10: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Source 1 Source 1 Source 1

Lake 2 Lake 2 Lake 2

DWH 1 DWH 1 DWH 1

Temp Temp Temp

Application specific data provisioning leads to many necessary changes to cover reporting demands

Copyright © Capgemini 2012. All Rights Reserved

11 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Source 2 Source 2 Source 2

Source 3 Source 3 Source 3

DB

Rep- DB

Copy Copy

Copy Copy

CDC CDC Stream Stream

agil changes

agil changes

agil changes

Real situation Real situation

Source systems enforce different

Source systems enforce different

options for data extraction

Temporary systems (often leftover

legacy systems) are used as data

source

Change-Data-Capture (CDC) is

employed at different locations with

multiple sometimes performance

intensive methods

Report changes have impact on

multiple source and temp systems

and procedures

Administration knowhow is dispersed Real Time Data

CD

C

CD

C

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Sync Stage Sync Stage Sync Stage

Lake 2 Lake 2 Lake 2

DWH 1 DWH 1 DWH 1

The central synchronization stage provides a unique data source with a common CDC area

Copyright © Capgemini 2012. All Rights Reserved

12 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Unique stage Unique stage

Data is centralized independent from

Data is centralized independent from

application

Synchronization is task of the stage

Modern stage serves as central and

cost-effective data source for

subsequent systems

Change-Data-Capture (CDC) has a

strict definition and is optimized for

performance

Integration of new source systems is

very fast

Administration knowhow is

centralized

Possibility of a central archive

License costs are bundled on Stage

CDC CDC

agil/ industrialized agil/ industrialized

Central Archive

Source 1 Source 1 Source 1

Source 2 Source 2 Source 2

Source 3 Source 3 Source 3

Real Time Data

Sync Sync

Sync Sync

Sync Sync

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A performant and unique CDC area is provided for all applications

13

OGG

Replication Area

.

CDC Area

OGG

CDC out of the BOX CDC out of the BOX

All data entries (REPL and CDC)

All data entries (REPL and CDC)

receive additional timestamp and

source information

REPL represents a selected online

synchronization of the source system

CDC only inserts all data changes

(very fast)

The operation flag shows original

data change and allows filtering and

different handling on subsequent

systems

Equal treatment for all applications

Insert Update Delete

Page 13: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

14 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 14: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Log-based

Changed Data

Data Integrator

New DB/

HW/OS/APP

Fully Active

Distributed

DB

Reporting

Database

Data

Warehouse

ODS

Zero Downtime Upgrade & Migration

Zero Downtime Upgrade & Migration

Query & Report Offloading Query & Report Offloading

Data Synchronization within the Enterprise

Data Synchronization within the Enterprise

Real-time BI, Operational Reporting, MDM

Real-time BI, Operational Reporting, MDM

Event Driven Architecture, SOA

Event Driven Architecture, SOA

High Availability/ Disaster Recovery

High Availability/ Disaster Recovery

Messag

e Bus

Oracle & Non-Oracle

Database(s)

Message Bus

Legacy Systems

Oracle Golden Gate *

Global

Data

Centers

Customer decided to use OGG synchronization for data transfer to its Corp DWH.

All application services should not be impacted.

Low-Impact, Real-Time Data Integration & Transactional Replication

*Source: ORACLE PRESENTATION

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How Oracle Golden Gate works*

Target

Oracle & Non-Oracle

Database(s)

Extract: committed transactions are captured (and can be filtered) by reading the transaction logs.

Trail: stages and queues data for routing.

Pump: distributes data for routing to target(s).

Route: data is compressed, encrypted for routing to target(s).

Replicat: applies data with transaction

integrity, transforming the data as required.

Replicat: applies data with transaction

integrity, transforming the data as required.

Extract

Replicat

Trail

Files Pump

Trail

Files Pump

Replicat

Extract

Bi-directional (possible, not used)

LAN / WAN / Internet

Over TCP/IP Trail

Files

Trail

Files Pump

Pump

Source

Oracle & Non-Oracle

Database(s)

OGG also supports

Downstream Capture

for less impact on

source system

*Source: ORACLE PRESENTATION

Page 16: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Extract / Collect

Datapump CDC Area

Datapump Repl. Area

Replicat/ Apply

CDC Area

Replicat/ Apply

Repl. Area

Copyright © Capgemini 2012. All Rights Reserved

17 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Standard replication architecture for a staging area with Change Data Capture

Redo Log

Mining DB

Interface

Area

Repl

Area

CDC

Area

Target Database

Sta

gin

g

OG

G E

nvir

on

men

t ru

nnin

g o

n targ

et data

base

Source Schema

Source Database

Architecture features Architecture features

Almost no source performance impact when

Collect process is configured with additional

Almost no source performance impact when

using a mining DB

Collect process is configured with additional

parameters so the trail files entail all update

information

Datapumps double trail file for REPL and

CDC

CDC and REPL area are independent

CDC apply process automatically writes

complete update information in CDC tables

Primary key updates are included because

all information is already in trail file

Fast CDC apply (only inserts)

Low time lag for REPL tables

Higher reliability because of separation of

REPL and CDC apply processes

Access grants are managed by Interface

area

Deliverable

Initia

l L

oa

d/D

ata

Mig

ratio

n

SYNC

Legend

Page 17: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Advantages Advantages

ImpactImpact

TechniqueTechnique

Operation andadministrationOperation and administration

BudgetBudget

Advantages of the synchronous stage within a real application landscape

Copyright © Capgemini 2012. All Rights Reserved

18 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Real application landscape

Minimal loss of performance

No modification of the source

No active components on source beside backup

Most DBMS can be integrated

CDC is provided for all source systems

OGG guarantees data completeness

Central OGG platform unifies operations

Focus for administration

Administrators are used to deployments and migrations

Only one target DB to be (OGG) licensed

Central budgeting

Central administration costs

Page 18: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

19 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 19: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Extract / Collect

Datapump CDC Area

Datapump Repl. Area

Replicat/ Apply

CDC Area

Replicat/ Apply

Repl. Area

The synchronization architecture needs a coordinated configuration of OGG and the target data base

Copyright © Capgemini 2012. All Rights Reserved

20 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Redo Log

Mining DB

Interface

Area

Repl

Area

CDC

Area

Target Database

OG

G E

nvir

on

men

t ru

nnin

g o

n targ

et data

base

Source Schema

Source Database

Deployment configuration Deployment configuration

The source data base is configured to

deliver all synchronization data

Data of selected tables are collected

Data pumps guarantee the delivery of the

right data

The apply processes

map the source data to the target

data base

incorporate the CDC and meta data

The DDLs create the needed stage

Migration scenarios can be used

Parameters Table Lists

DDL Migration Data fill

Mappings

DDL Migration Data fill

DDL Migration Data fill

Sta

gin

g

Supplemental logging

Mappings

Mappings Table Lists

SYNC

Page 20: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Extract / Collect

Datapump CDC Area

Datapump Repl. Area

Replicat/ Apply

CDC Area

Replicat/ Apply

Repl. Area

All Deployment files are aligned and will lead to harmonic and save operation without deployment risks

Copyright © Capgemini 2012. All Rights Reserved

21 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Redo Log

Mining DB

Interface

Area

Repl

Area

CDC

Area

Target Database

OG

G E

nvir

on

men

t ru

nnin

g o

n targ

et data

base

Source Schema

Source Database

Sta

gin

g

Config

Modules, Attribute-exclude/extension, where-clauses

TableList Config

OGG Configurator

Application Tables

DEF

Working Tables

once per Application Release

INPUT Application: Source DB

schema with Definitions

Deliver: source_

definition .csv

DEF

Write DEF

Read DEF

SQL-Cmd

Deliver

Staging DDLs

Deliver

OGG Lists+

Mappings

Deliver

Admin Params

SYNC

Automated generation Automated generation

Complete deployment is generated by

button press

Table selection is included from

configuration

Per table options are incorporated

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The OGG configuration can be parameterized by many options and powerful modules

Copyright © Capgemini 2012. All Rights Reserved

22 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Business requirements and IT parameter will be applied automatically using easy configuration

Option: exclude columns Option: exclude columns

Exclude specific columns from Exclude specific columns from

interface views,separately for

REPL (1:1 replicated tables)

and CDC

Option: Data Selection Option: Data Selection

Add a where clause to interface

Add a where clause to interface

views to filter entries

(separately for REPL and CDC)

Modules Modules

AddCL: add a CDC table and a

ExcludeBlobsFromMapping: columns

synchronized (use to save space and

AddCL: add a CDC table and a

corresponding view (use for change

tracking)

AddSyncInfo: add synchronization

info (Load timestamp and commit

sequence number) to tables (e.g. for

use for incremental loading)

ExcludeColumnGlobalFromView:

Hide all columns with specific

globally defined name pattern (e. g.

use for hiding private data)

ExcludeBlobsFromMapping: columns

with data type blob will not be

synchronized (use to save space and

performance on incompatible or

nonreportable information)

ExcludeBlobsFromView:

hide blob columns in interface view

GenerateCTAS (create table as

select)

Input: table names and options Input: table names and options

A table list functions as input to

Short name of long table names

Each option and module can be

A table list functions as input to

list all tables to be included in

staging and interface views.

Short name of long table names

(>27 letter) are defined for

overall compatibility when used

with postfixes.

Each option and module can be

configured/selected individually

for every table in the table list.

Global parameters are set for

some options or defaults

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Copyright © Capgemini 2012. All Rights Reserved

24 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Release notes Release notes

The data model of the source and the

by partial loading updated data/tables

The data model of the source and the

target are connected

Release process is perfectly aligned

Synchronization database

maintenance can be done after

application migration on work days

Synchronization is kept by stored log

files

Migration can be applied directly or

by partial loading updated data/tables

The release process is to be integrated into the application releases if data model changes are done

No “Sunday”-work on Target-DB

As the source is normally under a high SLA migration must be planned under budget considerations

Page 23: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Copyright © Capgemini 2012. All Rights Reserved

25 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Agenda

Capgemini

New Architectures in the century of Big Data

Stage Architecture for Applications

Synchronization using ORACLE Golden Gate

Industrial Connecting Applications to a Stage

Lessons Learned

Page 24: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Target Server

Mining DB

Complex environments can be maintained by a small team and contain many different deployments

26

Source-Server

1

Appl.-DB

Source 2

(INT 4 )

Source 3

(DEV)

TableList 2 COLLECT

INT REPL

INT CL

DEV REPL

DEV CL

DATA-PUMP APPLY

TableList 3

Staging INT

SE

(JIT)

CG

Schema Trail-File Process

Trail-Files Trail-File

Source 1

(INT 5)

PAR REPL

PAR CL TableList 1

SE

(PAR)

Source-Server

2

Appl.-DB

Source

Mining DB

COLLECT

TableList

MM REPL

MM CL

MM

Source 2

Source 3

Source 1

Source

COLLECT

Logging

Logging

Copyright © Capgemini 2012. All Rights Reserved

2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

INT REPL

CL FRI

PAR REPL

CL FRI

DEV REPL

CL FRI

MM REPL

CL FRI

Example of a running environment

Page 25: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Customer requirements Customer requirements

Real landscapeReal landscape

Short response timeShort response time

QualityQuality

BudgetBudget

Lessons learned: The new “Insight and Data” approach covers the real requirements of customers

Copyright © Capgemini 2012. All Rights Reserved

27 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Lessons learnt

Even from given legacy applications reporting data can be collected

Changes of applications or new applications do not bother

Data collection costs almost no application performance

Synchronization architecture allows real time reporting

Data lake collects all data and is prepared for upcoming requirements

Industrialized development generates quick deployments

Application changes can be integrated per button click

Industrialized development is short and cost-efficient

Centralized architecture avoids double licenses

Simple administration saves budget

Industrialized development guarantees *error free* deployments

Deployment content driven by requirements

Simple administration avoids manual errors

Page 26: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

Contact information

Copyright © Capgemini 2012. All Rights Reserved

28 2015_03_10_ORACLE_DWH_Golden Gate Autoconfigurator_V2.pptx

Peter Birwe

Head of Delivery BI&DWH

BIM Germany

Wanheimerstrasse 68

40468 Düsseldorf

Phone: + 49 211 56623 160

E-Mail: [email protected]

Dr. Dierk Hahn

Senior Managing Consultant

BIM Germany

Wanheimerstrasse 68

40468 Düsseldorf

Phone: + 49 211 56623 187

E-Mail: [email protected]

Page 27: Golden Gate Autoconfigurator ermöglicht agiles … Gate Autoconfigurator ermöglicht agiles Vorgehen für Data Lake Belieferungen Hannover, 2015-03-10 Peter Birwe Dr. Dierk Hahn Insert

www.capgemini.com

About Capgemini

With more than 120,000 people in 40 countries, Capgemini is one

of the world's foremost providers of consulting, technology and

outsourcing services. The Group reported 2011 global revenues

of EUR 9.7 billion.

Together with its clients, Capgemini creates and delivers

business and technology solutions that fit their needs and drive

the results they want. A deeply multicultural organization,

Capgemini has developed its own way of working, the

Collaborative Business ExperienceTM, and draws on Rightshore ®,

its worldwide delivery model.

Rightshore® is a trademark belonging to Capgemini

The information contained in this presentation is proprietary.

Copyright © 2012 Capgemini. All rights reserved.