SlideShare a Scribd company logo
1 of 13
TESTING
A
DATA WAREHOUSES

Dr. Himanshu Hora
SRMS College of Engineering & Technology
Bareilly (INDIA)
CONTENTS
1.
2.
3.
4.
5.
6.
7.
8.

Data Ware House
Testing Data Warehouses
Data Warehouse Testing Type
Data Warehouse Testing Process
Four Things To Do
Data Warehouse Testing: Focus Points
Data Base Testing vs Data Ware House Testing
Challenges for Testing a Data Warehouse
Data Ware House
• “Subject-oriented, integrated, timevarying, non-volatile collection of
data that is used primarily in organizational decision making”
• Historical Data for decision support
• Seperate from organization’s operational databases (OLTP)
Testing Data Warehouses
• Organizations today need data warehouse testing more than ever
before.
• Organizations
are
focusing
testing
on
the
ETL
(extraction, transformation, load) process, business intelligence
infrastructures, and applications that rely on data warehouses.
• Check the quality of the data
• Data Completeness: Ensures that all the expected data is loaded
• Data Transformation: Ensures that all data is transformed correctly
according to business rules and/or design specifications.
Testing Data Warehouses: Best Practices
Data Warehouse Testing Type
Data Warehouse Testing Process
Four Things To Do
1. Recognizing the importance of testing
2. Planning the phases for testing
3. Planning for QA staffing
4. Avoiding risks
Data Warehouse Testing: Focus Points
1. Underlying Data
Data Warehouse Testing: Focus Points
2. Data Warehouse Components
Data Base Testing vs Data Ware House Testing
Challenges for Testing a Data Warehouse
• Data selection from multiple source systems.
• Volume and the complexity of the data.
• Inconsistent and redundant data in a data warehouse.
• Non-Availability of comprehensive test bed.
• Critical data for Business.
Dr. Himanshu Hora
SRMS College of Engineering & Technology
Bareilly (INDIA)

More Related Content

What's hot

Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data Warehousing
Eyad Manna
 
9. Object Relational Databases in DBMS
9. Object Relational Databases in DBMS9. Object Relational Databases in DBMS
9. Object Relational Databases in DBMS
koolkampus
 

What's hot (20)

Introduction To Msbi By Yasir
Introduction To Msbi By YasirIntroduction To Msbi By Yasir
Introduction To Msbi By Yasir
 
Data warehouse
Data warehouseData warehouse
Data warehouse
 
Introduction to Data Warehousing
Introduction to Data WarehousingIntroduction to Data Warehousing
Introduction to Data Warehousing
 
ETL QA
ETL QAETL QA
ETL QA
 
9. Object Relational Databases in DBMS
9. Object Relational Databases in DBMS9. Object Relational Databases in DBMS
9. Object Relational Databases in DBMS
 
Why shift from ETL to ELT?
Why shift from ETL to ELT?Why shift from ETL to ELT?
Why shift from ETL to ELT?
 
Snowflake Architecture.pptx
Snowflake Architecture.pptxSnowflake Architecture.pptx
Snowflake Architecture.pptx
 
What is ETL?
What is ETL?What is ETL?
What is ETL?
 
Etl - Extract Transform Load
Etl - Extract Transform LoadEtl - Extract Transform Load
Etl - Extract Transform Load
 
Data warehousing - Dr. Radhika Kotecha
Data warehousing - Dr. Radhika KotechaData warehousing - Dr. Radhika Kotecha
Data warehousing - Dr. Radhika Kotecha
 
Data warehouse concepts
Data warehouse conceptsData warehouse concepts
Data warehouse concepts
 
Data warehouse
Data warehouseData warehouse
Data warehouse
 
Warehousing dimension star-snowflake_schemas
Warehousing dimension star-snowflake_schemasWarehousing dimension star-snowflake_schemas
Warehousing dimension star-snowflake_schemas
 
DATA WAREHOUSING AND DATA MINING
DATA WAREHOUSING AND DATA MININGDATA WAREHOUSING AND DATA MINING
DATA WAREHOUSING AND DATA MINING
 
Data warehousing and online analytical processing
Data warehousing and online analytical processingData warehousing and online analytical processing
Data warehousing and online analytical processing
 
Etl techniques
Etl techniquesEtl techniques
Etl techniques
 
Database migration
Database migrationDatabase migration
Database migration
 
Data warehouse
Data warehouseData warehouse
Data warehouse
 
Database replication
Database replicationDatabase replication
Database replication
 
A 30 day plan to start ending your data struggle with Snowflake
A 30 day plan to start ending your data struggle with SnowflakeA 30 day plan to start ending your data struggle with Snowflake
A 30 day plan to start ending your data struggle with Snowflake
 

Viewers also liked (7)

Crud and jad
Crud and jadCrud and jad
Crud and jad
 
Abc
AbcAbc
Abc
 
Software Architecture: How Much Design?
Software Architecture: How Much Design?Software Architecture: How Much Design?
Software Architecture: How Much Design?
 
Saam
SaamSaam
Saam
 
ATAM
ATAMATAM
ATAM
 
Architecture evaluation
Architecture evaluationArchitecture evaluation
Architecture evaluation
 
Software architecture model
Software architecture modelSoftware architecture model
Software architecture model
 

Similar to Testing a data warehouses

Testing a data warehouses
Testing a data warehousesTesting a data warehouses
Testing a data warehouses
Tanmi16
 
Joseph Ours - The Scourge Of Testing: Test Data Management
Joseph Ours - The Scourge Of Testing: Test Data ManagementJoseph Ours - The Scourge Of Testing: Test Data Management
Joseph Ours - The Scourge Of Testing: Test Data Management
QA or the Highway
 
Data warehouse-testing
Data warehouse-testingData warehouse-testing
Data warehouse-testing
raianup
 

Similar to Testing a data warehouses (20)

Testing a data warehouses
Testing a data warehousesTesting a data warehouses
Testing a data warehouses
 
ETL Testing Services - Safeguard Your Data
ETL Testing Services - Safeguard Your DataETL Testing Services - Safeguard Your Data
ETL Testing Services - Safeguard Your Data
 
Etl testing
Etl testingEtl testing
Etl testing
 
DATA WAREHOUSE -- ETL testing Plan
DATA WAREHOUSE -- ETL testing PlanDATA WAREHOUSE -- ETL testing Plan
DATA WAREHOUSE -- ETL testing Plan
 
Bi 5
Bi 5Bi 5
Bi 5
 
Datawarehouse org
Datawarehouse orgDatawarehouse org
Datawarehouse org
 
ETL-Datawarehousing.ppt.pptx
ETL-Datawarehousing.ppt.pptxETL-Datawarehousing.ppt.pptx
ETL-Datawarehousing.ppt.pptx
 
Data Warehouse Basic Guide
Data Warehouse Basic GuideData Warehouse Basic Guide
Data Warehouse Basic Guide
 
Completing the Data Equation: Test Data + Data Validation = Success
Completing the Data Equation: Test Data + Data Validation = SuccessCompleting the Data Equation: Test Data + Data Validation = Success
Completing the Data Equation: Test Data + Data Validation = Success
 
Data warehousing and machine learning primer
Data warehousing and machine learning primerData warehousing and machine learning primer
Data warehousing and machine learning primer
 
ETL Testing - Introduction to ETL testing
ETL Testing - Introduction to ETL testingETL Testing - Introduction to ETL testing
ETL Testing - Introduction to ETL testing
 
ETL Testing - Introduction to ETL testing
ETL Testing - Introduction to ETL testingETL Testing - Introduction to ETL testing
ETL Testing - Introduction to ETL testing
 
ETL Testing - Introduction to ETL Testing
ETL Testing - Introduction to ETL TestingETL Testing - Introduction to ETL Testing
ETL Testing - Introduction to ETL Testing
 
D01 etl
D01 etlD01 etl
D01 etl
 
Joseph Ours - The Scourge Of Testing: Test Data Management
Joseph Ours - The Scourge Of Testing: Test Data ManagementJoseph Ours - The Scourge Of Testing: Test Data Management
Joseph Ours - The Scourge Of Testing: Test Data Management
 
Biehl (2012) implementing a healthcare data warehouse
Biehl (2012) implementing a healthcare data warehouseBiehl (2012) implementing a healthcare data warehouse
Biehl (2012) implementing a healthcare data warehouse
 
How to Load Data More Quickly and Accurately into Oracle's Life Sciences Data...
How to Load Data More Quickly and Accurately into Oracle's Life Sciences Data...How to Load Data More Quickly and Accurately into Oracle's Life Sciences Data...
How to Load Data More Quickly and Accurately into Oracle's Life Sciences Data...
 
Data warehouse-testing
Data warehouse-testingData warehouse-testing
Data warehouse-testing
 
Spatial Network Inc. Data Management and Transformation with FME
Spatial Network Inc. Data Management and Transformation with FMESpatial Network Inc. Data Management and Transformation with FME
Spatial Network Inc. Data Management and Transformation with FME
 
DW (1).ppt
DW (1).pptDW (1).ppt
DW (1).ppt
 

More from Himanshu

More from Himanshu (20)

Structural patterns
Structural patternsStructural patterns
Structural patterns
 
Software product line
Software product lineSoftware product line
Software product line
 
Shared information systems
Shared information systemsShared information systems
Shared information systems
 
Saam
SaamSaam
Saam
 
Design Pattern
Design PatternDesign Pattern
Design Pattern
 
Creational pattern
Creational patternCreational pattern
Creational pattern
 
Architecture Review
Architecture ReviewArchitecture Review
Architecture Review
 
Reliability and its principals
Reliability and its principalsReliability and its principals
Reliability and its principals
 
Structural and functional testing
Structural and functional testingStructural and functional testing
Structural and functional testing
 
White box black box & gray box testing
White box black box & gray box testingWhite box black box & gray box testing
White box black box & gray box testing
 
Pareto analysis
Pareto analysisPareto analysis
Pareto analysis
 
Load runner & win runner
Load runner & win runnerLoad runner & win runner
Load runner & win runner
 
Junit and cactus
Junit and cactusJunit and cactus
Junit and cactus
 
Risk based testing and random testing
Risk based testing and random testingRisk based testing and random testing
Risk based testing and random testing
 
Software testing tools and its taxonomy
Software testing tools and its taxonomySoftware testing tools and its taxonomy
Software testing tools and its taxonomy
 
Software reliability engineering process
Software reliability engineering processSoftware reliability engineering process
Software reliability engineering process
 
Software reliability growth model
Software reliability growth modelSoftware reliability growth model
Software reliability growth model
 
Software reliability tools and common software errors
Software reliability tools and common software errorsSoftware reliability tools and common software errors
Software reliability tools and common software errors
 
Regression and performance testing
Regression and performance testingRegression and performance testing
Regression and performance testing
 
Eleven step of software testing process
Eleven step of software testing processEleven step of software testing process
Eleven step of software testing process
 

Recently uploaded

Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
KarakKing
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
heathfieldcps1
 

Recently uploaded (20)

Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Salient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functionsSalient Features of India constitution especially power and functions
Salient Features of India constitution especially power and functions
 
How to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptxHow to setup Pycharm environment for Odoo 17.pptx
How to setup Pycharm environment for Odoo 17.pptx
 
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptxHMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
HMCS Max Bernays Pre-Deployment Brief (May 2024).pptx
 
Plant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptxPlant propagation: Sexual and Asexual propapagation.pptx
Plant propagation: Sexual and Asexual propapagation.pptx
 
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptxExploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
Exploring_the_Narrative_Style_of_Amitav_Ghoshs_Gun_Island.pptx
 
The basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptxThe basics of sentences session 3pptx.pptx
The basics of sentences session 3pptx.pptx
 
Wellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptxWellbeing inclusion and digital dystopias.pptx
Wellbeing inclusion and digital dystopias.pptx
 
How to Add New Custom Addons Path in Odoo 17
How to Add New Custom Addons Path in Odoo 17How to Add New Custom Addons Path in Odoo 17
How to Add New Custom Addons Path in Odoo 17
 
Python Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docxPython Notes for mca i year students osmania university.docx
Python Notes for mca i year students osmania university.docx
 
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptxHMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
HMCS Vancouver Pre-Deployment Brief - May 2024 (Web Version).pptx
 
How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17How to Create and Manage Wizard in Odoo 17
How to Create and Manage Wizard in Odoo 17
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
Micro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdfMicro-Scholarship, What it is, How can it help me.pdf
Micro-Scholarship, What it is, How can it help me.pdf
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Fostering Friendships - Enhancing Social Bonds in the Classroom
Fostering Friendships - Enhancing Social Bonds  in the ClassroomFostering Friendships - Enhancing Social Bonds  in the Classroom
Fostering Friendships - Enhancing Social Bonds in the Classroom
 
Single or Multiple melodic lines structure
Single or Multiple melodic lines structureSingle or Multiple melodic lines structure
Single or Multiple melodic lines structure
 
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
Sensory_Experience_and_Emotional_Resonance_in_Gabriel_Okaras_The_Piano_and_Th...
 
Understanding Accommodations and Modifications
Understanding  Accommodations and ModificationsUnderstanding  Accommodations and Modifications
Understanding Accommodations and Modifications
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 

Testing a data warehouses

  • 1. TESTING A DATA WAREHOUSES Dr. Himanshu Hora SRMS College of Engineering & Technology Bareilly (INDIA)
  • 2. CONTENTS 1. 2. 3. 4. 5. 6. 7. 8. Data Ware House Testing Data Warehouses Data Warehouse Testing Type Data Warehouse Testing Process Four Things To Do Data Warehouse Testing: Focus Points Data Base Testing vs Data Ware House Testing Challenges for Testing a Data Warehouse
  • 3. Data Ware House • “Subject-oriented, integrated, timevarying, non-volatile collection of data that is used primarily in organizational decision making” • Historical Data for decision support • Seperate from organization’s operational databases (OLTP)
  • 4. Testing Data Warehouses • Organizations today need data warehouse testing more than ever before. • Organizations are focusing testing on the ETL (extraction, transformation, load) process, business intelligence infrastructures, and applications that rely on data warehouses. • Check the quality of the data • Data Completeness: Ensures that all the expected data is loaded • Data Transformation: Ensures that all data is transformed correctly according to business rules and/or design specifications.
  • 5. Testing Data Warehouses: Best Practices
  • 8. Four Things To Do 1. Recognizing the importance of testing 2. Planning the phases for testing 3. Planning for QA staffing 4. Avoiding risks
  • 9. Data Warehouse Testing: Focus Points 1. Underlying Data
  • 10. Data Warehouse Testing: Focus Points 2. Data Warehouse Components
  • 11. Data Base Testing vs Data Ware House Testing
  • 12. Challenges for Testing a Data Warehouse • Data selection from multiple source systems. • Volume and the complexity of the data. • Inconsistent and redundant data in a data warehouse. • Non-Availability of comprehensive test bed. • Critical data for Business.
  • 13. Dr. Himanshu Hora SRMS College of Engineering & Technology Bareilly (INDIA)