SlideShare a Scribd company logo
1 of 7
Sanjivani Rural Education Society’s
Sanjivani College of Engineering, Kopargaon-423 603
(An Autonomous Institute, Affiliated to Savitribai Phule Pune University, Pune)
NACC ‘A’ Grade Accredited, ISO 9001:2015 Certified
Department of Computer Engineering
(NBA Accredited)
Prof. S.A.Shivarkar
Assistant Professor
E-mail :
shivarkarsandipcomp@sanjivani.org.in
Contact No: 8275032712
Subject- Business Intelligence
Unit-I: Concepts with Mathematical treatment
 Data sources
Data Warehouses and Data Marts
Business intelligence methodologies
 Data exploration
 Data mining
 Optimization
 Decisions
Architecture of BI system
Architecture of BI system
Architecture of BI system
 Data sources
 The sources consist for the most part of data belonging to
operational systems, but may also include unstructured
documents, such as emails and data received from external
providers.
 Generally speaking, a major effort is required to unify and
integrate the different data sources.
Architecture of BI system
 Data Warehouses and Data Marts
 Using extraction and transformation tools known as extract,
transform, load (ETL), the data originating from the
different sources are stored in databases intended to
support business intelligence analyses.
 These databases are usually referred to as data warehouses
and data mart.
Architecture of BI system
 Business intelligence methodologies
 Data are finally extracted and used to feed mathematical
models and analysis methodologies intended to support
decision makers.
 In a business intelligence system, several decision support
applications may be implemented.
Pyramid shows the building blocks of BI system

More Related Content

Similar to Unit I Architecture of BI system.pdf

Power bi training institute in kerala
Power bi training institute in keralaPower bi training institute in kerala
Power bi training institute in keralaAsquare Technologies
 
Tableau training institute in kerala
Tableau training institute in keralaTableau training institute in kerala
Tableau training institute in keralaAsquare Technologies
 
Data analytics course with placement
Data analytics course with placementData analytics course with placement
Data analytics course with placementAsquare Technologies
 
Power bi training institute in kochi
Power bi training institute in kochiPower bi training institute in kochi
Power bi training institute in kochiAsquare Technologies
 
Business analytics course in kochi
Business analytics course in kochiBusiness analytics course in kochi
Business analytics course in kochiAsquare Technologies
 
Business analytics institute with placement
Business analytics institute with placementBusiness analytics institute with placement
Business analytics institute with placementAsquare Technologies
 
Data analytics institute with placement
Data analytics institute with placementData analytics institute with placement
Data analytics institute with placementAsquare Technologies
 
No 1 Data analytics institute with placement
No 1 Data analytics institute with placementNo 1 Data analytics institute with placement
No 1 Data analytics institute with placementAsquare Technologies
 
Business analytics course with placement
Business analytics course with placementBusiness analytics course with placement
Business analytics course with placementAsquare Technologies
 
Business analytics training in kochi
Business analytics training in kochiBusiness analytics training in kochi
Business analytics training in kochiAsquare Technologies
 
Business intelligence training in kochi
Business intelligence training in kochiBusiness intelligence training in kochi
Business intelligence training in kochiAsquare Technologies
 
Tableau training institute in kochi
Tableau training institute in kochiTableau training institute in kochi
Tableau training institute in kochiAsquare Technologies
 
No 1 Business analytics institute with placement
No 1 Business analytics institute with placementNo 1 Business analytics institute with placement
No 1 Business analytics institute with placementAsquare Technologies
 
Self-Service Data Integration with Power Query - SQLSaturday #364 Boston
Self-Service Data Integration with Power Query - SQLSaturday #364 Boston  Self-Service Data Integration with Power Query - SQLSaturday #364 Boston
Self-Service Data Integration with Power Query - SQLSaturday #364 Boston Stéphane Fréchette
 
Alakesh mani resume
Alakesh mani resumeAlakesh mani resume
Alakesh mani resumeAlakesh Mani
 
An Standard ERP System- By Priyanka Chauhan
An Standard ERP System- By Priyanka ChauhanAn Standard ERP System- By Priyanka Chauhan
An Standard ERP System- By Priyanka ChauhanPriyanka Chauhan
 
Learn to Use Databricks for Data Science
Learn to Use Databricks for Data ScienceLearn to Use Databricks for Data Science
Learn to Use Databricks for Data ScienceDatabricks
 

Similar to Unit I Architecture of BI system.pdf (20)

Resume
ResumeResume
Resume
 
Power bi training institute in kerala
Power bi training institute in keralaPower bi training institute in kerala
Power bi training institute in kerala
 
Tableau training institute in kerala
Tableau training institute in keralaTableau training institute in kerala
Tableau training institute in kerala
 
Data analytics course with placement
Data analytics course with placementData analytics course with placement
Data analytics course with placement
 
Power bi training institute in kochi
Power bi training institute in kochiPower bi training institute in kochi
Power bi training institute in kochi
 
Business analytics course in kochi
Business analytics course in kochiBusiness analytics course in kochi
Business analytics course in kochi
 
Business analytics institute with placement
Business analytics institute with placementBusiness analytics institute with placement
Business analytics institute with placement
 
Data analytics institute with placement
Data analytics institute with placementData analytics institute with placement
Data analytics institute with placement
 
No 1 Data analytics institute with placement
No 1 Data analytics institute with placementNo 1 Data analytics institute with placement
No 1 Data analytics institute with placement
 
Business analytics course with placement
Business analytics course with placementBusiness analytics course with placement
Business analytics course with placement
 
Analytics courses in kochi
Analytics courses in kochiAnalytics courses in kochi
Analytics courses in kochi
 
Data analytics course in kochi
Data analytics course in kochiData analytics course in kochi
Data analytics course in kochi
 
Business analytics training in kochi
Business analytics training in kochiBusiness analytics training in kochi
Business analytics training in kochi
 
Business intelligence training in kochi
Business intelligence training in kochiBusiness intelligence training in kochi
Business intelligence training in kochi
 
Tableau training institute in kochi
Tableau training institute in kochiTableau training institute in kochi
Tableau training institute in kochi
 
No 1 Business analytics institute with placement
No 1 Business analytics institute with placementNo 1 Business analytics institute with placement
No 1 Business analytics institute with placement
 
Self-Service Data Integration with Power Query - SQLSaturday #364 Boston
Self-Service Data Integration with Power Query - SQLSaturday #364 Boston  Self-Service Data Integration with Power Query - SQLSaturday #364 Boston
Self-Service Data Integration with Power Query - SQLSaturday #364 Boston
 
Alakesh mani resume
Alakesh mani resumeAlakesh mani resume
Alakesh mani resume
 
An Standard ERP System- By Priyanka Chauhan
An Standard ERP System- By Priyanka ChauhanAn Standard ERP System- By Priyanka Chauhan
An Standard ERP System- By Priyanka Chauhan
 
Learn to Use Databricks for Data Science
Learn to Use Databricks for Data ScienceLearn to Use Databricks for Data Science
Learn to Use Databricks for Data Science
 

More from ShivarkarSandip

Cluster Analysis: Measuring Similarity & Dissimilarity
Cluster Analysis: Measuring Similarity & DissimilarityCluster Analysis: Measuring Similarity & Dissimilarity
Cluster Analysis: Measuring Similarity & DissimilarityShivarkarSandip
 
Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...
Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...
Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...ShivarkarSandip
 
Frequent Pattern Analysis, Apriori and FP Growth Algorithm
Frequent Pattern Analysis, Apriori and FP Growth AlgorithmFrequent Pattern Analysis, Apriori and FP Growth Algorithm
Frequent Pattern Analysis, Apriori and FP Growth AlgorithmShivarkarSandip
 
Data Warehouse and Architecture, OLAP Operation
Data Warehouse and Architecture, OLAP OperationData Warehouse and Architecture, OLAP Operation
Data Warehouse and Architecture, OLAP OperationShivarkarSandip
 
Data Preparation and Preprocessing , Data Cleaning
Data Preparation and Preprocessing , Data CleaningData Preparation and Preprocessing , Data Cleaning
Data Preparation and Preprocessing , Data CleaningShivarkarSandip
 
Introduction to Data Mining, KDD Process, OLTP and OLAP
Introduction to Data Mining, KDD Process, OLTP and OLAPIntroduction to Data Mining, KDD Process, OLTP and OLAP
Introduction to Data Mining, KDD Process, OLTP and OLAPShivarkarSandip
 
Introduction to Data Mining KDD Process OLAP
Introduction to Data Mining KDD Process OLAPIntroduction to Data Mining KDD Process OLAP
Introduction to Data Mining KDD Process OLAPShivarkarSandip
 
Issues in data mining Patterns Online Analytical Processing
Issues in data mining  Patterns Online Analytical ProcessingIssues in data mining  Patterns Online Analytical Processing
Issues in data mining Patterns Online Analytical ProcessingShivarkarSandip
 
Introduction to data mining which covers the basics
Introduction to data mining which covers the basicsIntroduction to data mining which covers the basics
Introduction to data mining which covers the basicsShivarkarSandip
 
Introduction to Data Communication.pdf
Introduction to Data Communication.pdfIntroduction to Data Communication.pdf
Introduction to Data Communication.pdfShivarkarSandip
 
Classification of Signal.pdf
Classification of Signal.pdfClassification of Signal.pdf
Classification of Signal.pdfShivarkarSandip
 
Sequential Circuit Design-2.pdf
Sequential Circuit Design-2.pdfSequential Circuit Design-2.pdf
Sequential Circuit Design-2.pdfShivarkarSandip
 
Boolean Algebra Terminologies.pdf
Boolean Algebra Terminologies.pdfBoolean Algebra Terminologies.pdf
Boolean Algebra Terminologies.pdfShivarkarSandip
 
Unit III Introduction to DWH.pdf
Unit III Introduction to DWH.pdfUnit III Introduction to DWH.pdf
Unit III Introduction to DWH.pdfShivarkarSandip
 
Unit II Decision Making Basics and Concepts.pdf
Unit II Decision Making Basics and Concepts.pdfUnit II Decision Making Basics and Concepts.pdf
Unit II Decision Making Basics and Concepts.pdfShivarkarSandip
 
Unit I Factors Responsible for Successful BI Project.pdf
Unit I Factors Responsible for Successful BI Project.pdfUnit I Factors Responsible for Successful BI Project.pdf
Unit I Factors Responsible for Successful BI Project.pdfShivarkarSandip
 

More from ShivarkarSandip (20)

Cluster Analysis: Measuring Similarity & Dissimilarity
Cluster Analysis: Measuring Similarity & DissimilarityCluster Analysis: Measuring Similarity & Dissimilarity
Cluster Analysis: Measuring Similarity & Dissimilarity
 
Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...
Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...
Classification, Attribute Selection, Classifiers- Decision Tree, ID3,C4.5,Nav...
 
Frequent Pattern Analysis, Apriori and FP Growth Algorithm
Frequent Pattern Analysis, Apriori and FP Growth AlgorithmFrequent Pattern Analysis, Apriori and FP Growth Algorithm
Frequent Pattern Analysis, Apriori and FP Growth Algorithm
 
Data Warehouse and Architecture, OLAP Operation
Data Warehouse and Architecture, OLAP OperationData Warehouse and Architecture, OLAP Operation
Data Warehouse and Architecture, OLAP Operation
 
Data Preparation and Preprocessing , Data Cleaning
Data Preparation and Preprocessing , Data CleaningData Preparation and Preprocessing , Data Cleaning
Data Preparation and Preprocessing , Data Cleaning
 
Introduction to Data Mining, KDD Process, OLTP and OLAP
Introduction to Data Mining, KDD Process, OLTP and OLAPIntroduction to Data Mining, KDD Process, OLTP and OLAP
Introduction to Data Mining, KDD Process, OLTP and OLAP
 
Introduction to Data Mining KDD Process OLAP
Introduction to Data Mining KDD Process OLAPIntroduction to Data Mining KDD Process OLAP
Introduction to Data Mining KDD Process OLAP
 
Issues in data mining Patterns Online Analytical Processing
Issues in data mining  Patterns Online Analytical ProcessingIssues in data mining  Patterns Online Analytical Processing
Issues in data mining Patterns Online Analytical Processing
 
Introduction to data mining which covers the basics
Introduction to data mining which covers the basicsIntroduction to data mining which covers the basics
Introduction to data mining which covers the basics
 
Introduction to Data Communication.pdf
Introduction to Data Communication.pdfIntroduction to Data Communication.pdf
Introduction to Data Communication.pdf
 
Classification of Signal.pdf
Classification of Signal.pdfClassification of Signal.pdf
Classification of Signal.pdf
 
Sequential Circuit Design-2.pdf
Sequential Circuit Design-2.pdfSequential Circuit Design-2.pdf
Sequential Circuit Design-2.pdf
 
Sequential Ckt.pdf
Sequential Ckt.pdfSequential Ckt.pdf
Sequential Ckt.pdf
 
Flip Flop.pdf
Flip Flop.pdfFlip Flop.pdf
Flip Flop.pdf
 
Combinational Ckt.pdf
Combinational Ckt.pdfCombinational Ckt.pdf
Combinational Ckt.pdf
 
Boolean Algebra Terminologies.pdf
Boolean Algebra Terminologies.pdfBoolean Algebra Terminologies.pdf
Boolean Algebra Terminologies.pdf
 
Logic Minimization.pdf
Logic Minimization.pdfLogic Minimization.pdf
Logic Minimization.pdf
 
Unit III Introduction to DWH.pdf
Unit III Introduction to DWH.pdfUnit III Introduction to DWH.pdf
Unit III Introduction to DWH.pdf
 
Unit II Decision Making Basics and Concepts.pdf
Unit II Decision Making Basics and Concepts.pdfUnit II Decision Making Basics and Concepts.pdf
Unit II Decision Making Basics and Concepts.pdf
 
Unit I Factors Responsible for Successful BI Project.pdf
Unit I Factors Responsible for Successful BI Project.pdfUnit I Factors Responsible for Successful BI Project.pdf
Unit I Factors Responsible for Successful BI Project.pdf
 

Recently uploaded

Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptxOrlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptxMuhammadAsimMuhammad6
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptDineshKumar4165
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfJiananWang21
 
kiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadkiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadhamedmustafa094
 
Block diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptBlock diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptNANDHAKUMARA10
 
Introduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaIntroduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaOmar Fathy
 
Computer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersComputer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersMairaAshraf6
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . pptDineshKumar4165
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxmaisarahman1
 
Double Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torqueDouble Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torqueBhangaleSonal
 
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills KuwaitKuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwaitjaanualu31
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayEpec Engineered Technologies
 
A Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityA Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityMorshed Ahmed Rahath
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Call Girls Mumbai
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.Kamal Acharya
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXssuser89054b
 
Work-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxWork-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxJuliansyahHarahap1
 

Recently uploaded (20)

Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7
Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7
Call Girls in South Ex (delhi) call me [🔝9953056974🔝] escort service 24X7
 
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptxOrlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
kiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal loadkiln thermal load.pptx kiln tgermal load
kiln thermal load.pptx kiln tgermal load
 
Block diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.pptBlock diagram reduction techniques in control systems.ppt
Block diagram reduction techniques in control systems.ppt
 
Introduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaIntroduction to Serverless with AWS Lambda
Introduction to Serverless with AWS Lambda
 
Computer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersComputer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to Computers
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
Thermal Engineering Unit - I & II . ppt
Thermal Engineering  Unit - I & II . pptThermal Engineering  Unit - I & II . ppt
Thermal Engineering Unit - I & II . ppt
 
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptxA CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
A CASE STUDY ON CERAMIC INDUSTRY OF BANGLADESH.pptx
 
Double Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torqueDouble Revolving field theory-how the rotor develops torque
Double Revolving field theory-how the rotor develops torque
 
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills KuwaitKuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
Kuwait City MTP kit ((+919101817206)) Buy Abortion Pills Kuwait
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
 
A Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityA Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna Municipality
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced LoadsFEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
FEA Based Level 3 Assessment of Deformed Tanks with Fluid Induced Loads
 
Work-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptxWork-Permit-Receiver-in-Saudi-Aramco.pptx
Work-Permit-Receiver-in-Saudi-Aramco.pptx
 

Unit I Architecture of BI system.pdf

  • 1. Sanjivani Rural Education Society’s Sanjivani College of Engineering, Kopargaon-423 603 (An Autonomous Institute, Affiliated to Savitribai Phule Pune University, Pune) NACC ‘A’ Grade Accredited, ISO 9001:2015 Certified Department of Computer Engineering (NBA Accredited) Prof. S.A.Shivarkar Assistant Professor E-mail : shivarkarsandipcomp@sanjivani.org.in Contact No: 8275032712 Subject- Business Intelligence Unit-I: Concepts with Mathematical treatment
  • 2.  Data sources Data Warehouses and Data Marts Business intelligence methodologies  Data exploration  Data mining  Optimization  Decisions Architecture of BI system
  • 4. Architecture of BI system  Data sources  The sources consist for the most part of data belonging to operational systems, but may also include unstructured documents, such as emails and data received from external providers.  Generally speaking, a major effort is required to unify and integrate the different data sources.
  • 5. Architecture of BI system  Data Warehouses and Data Marts  Using extraction and transformation tools known as extract, transform, load (ETL), the data originating from the different sources are stored in databases intended to support business intelligence analyses.  These databases are usually referred to as data warehouses and data mart.
  • 6. Architecture of BI system  Business intelligence methodologies  Data are finally extracted and used to feed mathematical models and analysis methodologies intended to support decision makers.  In a business intelligence system, several decision support applications may be implemented.
  • 7. Pyramid shows the building blocks of BI system