SlideShare uma empresa Scribd logo
1 de 25
Achieving Regulatory Compliance The devil is in the data (Governance) Ken O’Connor – Professional IT Personnel Ltd. 22 Feb 2010
Ken O’Connor  Data Governance Consultant ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is Data Governance?   ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
July 2009 – Started my blog Ken O'Connor Data Consultant
I posted details of my  “Data Governance Issue Assessment Process” ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
My blog has introduced me to  Data Quality Professionals worldwide  Dylan Jones editor@dataqualitypro.com    - Coventry, UK Henrik Liliendahl Sørensen   – Copenhagen Denmark Jim Harris    Iowa, USA Phil Simon    - New York, USA Charles Blyth   - York, UK  Dalton Cervo    - Denver, USA  Daragh O Brien    - Wexford, Ireland Julian Schwarzenbach    - Walsall, UK Phil Wright    - London, UK Thorsten Radde    - Germany Rick Wilson – USA Ronan Brennan    - Dublin, Ireland
Data Quality Professionals worldwide experience similar Data Governance issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why is Data Governance important? ,[object Object],[object Object],Rules Based ,[object Object],[object Object],Regulation
In USA, the  Financial Crisis Inquiry Commission (FCIC)  has begun hearings in Washington ,[object Object],[object Object],Data Governance
Inadequate Data Governance can cost $Millions ,[object Object],[object Object],[object Object],[object Object],[object Object]
What went wrong at Standard Life ? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Inadequate Data Governance
Exploring Standard Life further… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Could your organisation suffer the same fate as Standard Life?   ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Most Investment Managers believe… ,[object Object],[object Object]
People reasonably assume that: ,[object Object],[object Object]
People reasonably assume that:   ,[object Object],[object Object]
People reasonably assume that:   ,[object Object],[object Object]
People reasonably assume that:   ,[object Object],[object Object]
Craigslist founder on Information Quality ,[object Object],[object Object],[object Object],[object Object],[object Object]
Let’s explore a classic “End of Food Chain” programme Vendor Solutions Client Responsibility BASEL II CRM Reporting AML SOLVENCY II  External Audience Internal Audience Canned Queries Canned Queries Canned Queries Canned Queries Vendor Supplied  Data Repository Extract Transform Load Etc.  Accounts Transactions Products Customer Data source Data Population
Data Governance issues cost money… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
One Notable Exception ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
A tale of a thousand pieces… ,[object Object],[object Object],[object Object],[object Object]
Top Tips to take away ,[object Object],[object Object]
Questions ?

Mais conteúdo relacionado

Mais procurados

Mais procurados (20)

Building the Information Governance Business Case Within Your Company
Building the Information Governance Business Case Within Your CompanyBuilding the Information Governance Business Case Within Your Company
Building the Information Governance Business Case Within Your Company
 
The 3-Speed Chief Data Officer
The 3-Speed Chief Data OfficerThe 3-Speed Chief Data Officer
The 3-Speed Chief Data Officer
 
Information Governance -- Necessary Evil or a Bridge to the Future?
Information Governance -- Necessary Evil or a Bridge to the Future?Information Governance -- Necessary Evil or a Bridge to the Future?
Information Governance -- Necessary Evil or a Bridge to the Future?
 
The Five Pillars of Data Governance 2.0 Success
The Five Pillars of Data Governance 2.0 SuccessThe Five Pillars of Data Governance 2.0 Success
The Five Pillars of Data Governance 2.0 Success
 
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 6, 05 - ...
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 6, 05 - ...Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 6, 05 - ...
Blockchain Healthcare Situation Report (BC/HC SITREP) Volume 2 Issue 6, 05 - ...
 
Cyber In-Security II: Closing the Federal Gap
Cyber In-Security II: Closing the Federal GapCyber In-Security II: Closing the Federal Gap
Cyber In-Security II: Closing the Federal Gap
 
Data Governance in the age of Social Media
Data Governance in the age of Social MediaData Governance in the age of Social Media
Data Governance in the age of Social Media
 
Turning Big Data to Business Advantage
Turning Big Data to Business AdvantageTurning Big Data to Business Advantage
Turning Big Data to Business Advantage
 
Governing the Chaos
Governing the ChaosGoverning the Chaos
Governing the Chaos
 
Getting a clue: uncovering the truth about your data with mobile forensics
Getting a clue: uncovering the truth about your data with mobile forensicsGetting a clue: uncovering the truth about your data with mobile forensics
Getting a clue: uncovering the truth about your data with mobile forensics
 
INSIDER'S PERSPECTIVE: Three Trends That Will Define the Next Horizon in Lega...
INSIDER'S PERSPECTIVE: Three Trends That Will Define the Next Horizon in Lega...INSIDER'S PERSPECTIVE: Three Trends That Will Define the Next Horizon in Lega...
INSIDER'S PERSPECTIVE: Three Trends That Will Define the Next Horizon in Lega...
 
COVID Data Challenges - Updated 2021
COVID Data Challenges - Updated 2021COVID Data Challenges - Updated 2021
COVID Data Challenges - Updated 2021
 
Chief Data Officer: Evolution to the Chief Analytics Officer and Data Science
Chief Data Officer: Evolution to the Chief Analytics Officer and Data ScienceChief Data Officer: Evolution to the Chief Analytics Officer and Data Science
Chief Data Officer: Evolution to the Chief Analytics Officer and Data Science
 
Successful stewardship Presentation
Successful stewardship PresentationSuccessful stewardship Presentation
Successful stewardship Presentation
 
Starting data governance
Starting data governance Starting data governance
Starting data governance
 
How CIOs are grappling with big data analytics in Canada
How CIOs are grappling with big data analytics in CanadaHow CIOs are grappling with big data analytics in Canada
How CIOs are grappling with big data analytics in Canada
 
Chief Data Officer: 6 Ideas for Data Innovation
Chief Data Officer: 6 Ideas for Data Innovation Chief Data Officer: 6 Ideas for Data Innovation
Chief Data Officer: 6 Ideas for Data Innovation
 
GDPR Summit RDS May 2018 - DAMA VP Opening remarks and links to all presentat...
GDPR Summit RDS May 2018 - DAMA VP Opening remarks and links to all presentat...GDPR Summit RDS May 2018 - DAMA VP Opening remarks and links to all presentat...
GDPR Summit RDS May 2018 - DAMA VP Opening remarks and links to all presentat...
 
Research Data Drives Profit
Research Data Drives ProfitResearch Data Drives Profit
Research Data Drives Profit
 
Big Data is Here for Financial Services White Paper
Big Data is Here for Financial Services White PaperBig Data is Here for Financial Services White Paper
Big Data is Here for Financial Services White Paper
 

Semelhante a Achieving Regulatory Compliance The Devil Is In The Data Governance V2

DataManagement_Waters_GFT_trimmed
DataManagement_Waters_GFT_trimmedDataManagement_Waters_GFT_trimmed
DataManagement_Waters_GFT_trimmed
Dana Canavan
 
The Chief Data Officer's Agenda: The Status of the Chief Data Officer
The Chief Data Officer's Agenda: The Status of the Chief Data OfficerThe Chief Data Officer's Agenda: The Status of the Chief Data Officer
The Chief Data Officer's Agenda: The Status of the Chief Data Officer
DATAVERSITY
 
Accounting fraud at Worldcom
Accounting fraud at WorldcomAccounting fraud at Worldcom
Accounting fraud at Worldcom
jonah1137
 
PresentationThe capability of enormous information - or the new .pdf
PresentationThe capability of enormous information - or the new .pdfPresentationThe capability of enormous information - or the new .pdf
PresentationThe capability of enormous information - or the new .pdf
aradhana9856
 
Information Management best_practice_guide
Information Management best_practice_guideInformation Management best_practice_guide
Information Management best_practice_guide
Christopher Bradley
 
A Practical Guide To Information Governance
A Practical Guide To Information GovernanceA Practical Guide To Information Governance
A Practical Guide To Information Governance
Michael Curcio
 

Semelhante a Achieving Regulatory Compliance The Devil Is In The Data Governance V2 (20)

SNW Spring 10 Presentation
SNW Spring 10 PresentationSNW Spring 10 Presentation
SNW Spring 10 Presentation
 
DataManagement_Waters_GFT_trimmed
DataManagement_Waters_GFT_trimmedDataManagement_Waters_GFT_trimmed
DataManagement_Waters_GFT_trimmed
 
EDI 2009 Controlling E-Discovery Costs through Records Management
EDI 2009 Controlling E-Discovery Costs through Records ManagementEDI 2009 Controlling E-Discovery Costs through Records Management
EDI 2009 Controlling E-Discovery Costs through Records Management
 
Managing Information Risk in Financial Services
Managing Information Risk in Financial Services Managing Information Risk in Financial Services
Managing Information Risk in Financial Services
 
The Chief Data Officer's Agenda: The Status of the Chief Data Officer
The Chief Data Officer's Agenda: The Status of the Chief Data OfficerThe Chief Data Officer's Agenda: The Status of the Chief Data Officer
The Chief Data Officer's Agenda: The Status of the Chief Data Officer
 
Accounting fraud at Worldcom
Accounting fraud at WorldcomAccounting fraud at Worldcom
Accounting fraud at Worldcom
 
Reframing the Value Proposition and Proposed Value of Information Quality
Reframing the Value Proposition and Proposed Value of Information QualityReframing the Value Proposition and Proposed Value of Information Quality
Reframing the Value Proposition and Proposed Value of Information Quality
 
PresentationThe capability of enormous information - or the new .pdf
PresentationThe capability of enormous information - or the new .pdfPresentationThe capability of enormous information - or the new .pdf
PresentationThe capability of enormous information - or the new .pdf
 
Information governance presentation
Information governance   presentationInformation governance   presentation
Information governance presentation
 
Data Integrity White Paper
Data Integrity White PaperData Integrity White Paper
Data Integrity White Paper
 
What about having Information Governance (ECM, EIM, IM)
What about having Information Governance (ECM, EIM, IM)What about having Information Governance (ECM, EIM, IM)
What about having Information Governance (ECM, EIM, IM)
 
10 Steps for Taking Control of Your Organization's Digital Debris
10 Steps for Taking Control of Your Organization's Digital Debris 10 Steps for Taking Control of Your Organization's Digital Debris
10 Steps for Taking Control of Your Organization's Digital Debris
 
Information Management best_practice_guide
Information Management best_practice_guideInformation Management best_practice_guide
Information Management best_practice_guide
 
Bad customer data?
Bad customer data?Bad customer data?
Bad customer data?
 
Information Risk Management Overview
Information Risk Management OverviewInformation Risk Management Overview
Information Risk Management Overview
 
A Practical Guide To Information Governance
A Practical Guide To Information GovernanceA Practical Guide To Information Governance
A Practical Guide To Information Governance
 
Big data assignment
Big data assignmentBig data assignment
Big data assignment
 
DAMA Ireland - Data Trust event 9th June 2016
DAMA Ireland - Data Trust event 9th June 2016DAMA Ireland - Data Trust event 9th June 2016
DAMA Ireland - Data Trust event 9th June 2016
 
Dama Ireland slides - Data Trust event 9th June 2016
Dama Ireland slides - Data Trust event 9th June 2016Dama Ireland slides - Data Trust event 9th June 2016
Dama Ireland slides - Data Trust event 9th June 2016
 
Driving Business Performance with effective Enterprise Information Management
Driving Business Performance with effective Enterprise Information ManagementDriving Business Performance with effective Enterprise Information Management
Driving Business Performance with effective Enterprise Information Management
 

Último

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
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
daisycvs
 
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 Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
lizamodels9
 
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
 
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
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
Abortion pills in Kuwait Cytotec pills in Kuwait
 
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
 
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
 

Último (20)

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
 
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai KuwaitThe Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
The Abortion pills for sale in Qatar@Doha [+27737758557] []Deira Dubai Kuwait
 
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...
 
Famous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st CenturyFamous Olympic Siblings from the 21st Century
Famous Olympic Siblings from the 21st Century
 
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLJAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
JAYNAGAR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
 
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
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors Data
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
 
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceMalegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
 
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
 
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 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 ...
 
Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1
 
Falcon Invoice Discounting: Empowering Your Business Growth
Falcon Invoice Discounting: Empowering Your Business GrowthFalcon Invoice Discounting: Empowering Your Business Growth
Falcon Invoice Discounting: Empowering Your Business Growth
 
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...
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Falcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in indiaFalcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in india
 
Cracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.pptxCracking the Cultural Competence Code.pptx
Cracking the Cultural Competence Code.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...
 
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
 

Achieving Regulatory Compliance The Devil Is In The Data Governance V2

  • 1. Achieving Regulatory Compliance The devil is in the data (Governance) Ken O’Connor – Professional IT Personnel Ltd. 22 Feb 2010
  • 2.
  • 3.
  • 4. July 2009 – Started my blog Ken O'Connor Data Consultant
  • 5.
  • 6. My blog has introduced me to Data Quality Professionals worldwide Dylan Jones editor@dataqualitypro.com  - Coventry, UK Henrik Liliendahl Sørensen – Copenhagen Denmark Jim Harris  Iowa, USA Phil Simon  - New York, USA Charles Blyth  - York, UK Dalton Cervo  - Denver, USA Daragh O Brien  - Wexford, Ireland Julian Schwarzenbach  - Walsall, UK Phil Wright  - London, UK Thorsten Radde   - Germany Rick Wilson – USA Ronan Brennan  - Dublin, Ireland
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20. Let’s explore a classic “End of Food Chain” programme Vendor Solutions Client Responsibility BASEL II CRM Reporting AML SOLVENCY II External Audience Internal Audience Canned Queries Canned Queries Canned Queries Canned Queries Vendor Supplied Data Repository Extract Transform Load Etc. Accounts Transactions Products Customer Data source Data Population
  • 21.
  • 22.
  • 23.
  • 24.