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MODERN DATA
ARCHITECTURE
Kujambu Murugesan
CONCEPTUAL DW ARCHITECTURE
Ingestion Storage Processing Insights Actions
Data sources
•Structured
•Unstructured
Acquisition
layer
•Real time
•Near Real
time
•Batch
Foundation
layer
•Data lake
•Data refinery
•Data
archival
Optimization
layer
•Data marts
•Cubes
•Data
science
Consumption
layer
•Business
applications
•Reporting
•API’s
Source systems Data integration layer Data storage layer
Reporting &
Visualization layer
ETL
ELT
Visualization
RDBMS
Source
Flat files
XML
E
T
L
Analysis
Reporting
Enterprisedatawarehouse
Staging
Data
warehouse
Data mart
Cubes
TRADITIONAL DATA ARCHITECTURE
Data
Science
Algorithms
ADS
Visualization
RDBMS
Source
Flat files
Data lake
Analytics
sandbox
Traditional
EDW
Unstructured
data
HDFS
MDM, Security & Governance
MODERN ARCHITECTURE- LOGICAL
On-demand
analysis
Canned
Reporting
Adhoc
Reporting
Datavirtualization
Data
Science
Algorithms
RDBMS
Source
Flat files
Unstructured
data
Security & Governance
MODERN ARCHITECTURE - AZURE
Business Apps
API’s
Reporting
Azure Data
Factory
Azure Data
Lake Storage
Azure Data
Bricks
Azure
Cosmos DB
Ingest Store Prepare Model Serve
Azure
Data warehouse
Data
Virtualization
* Proposed Architecture using Azure Cloud, if the business is subscriber of other cloud providers then propose services with similar functionalities
DATA MANAGEMENT FUNCTIONS
Data
Governance
Data
Architecture
Data
Development
Data
Operations
Data Security
Reference &
Master DM
DW & BI
Document &
Content
Metadata
Data Quality
•Authority to plan, monitor and enforce
standards and policies for data assetsData Governance
•Enterprise modelling
•Value chain analysisData Architecture
•Analysis
•Data modelling & DesignData development
•Acquisition, Recovery, Tuning
•Retention and archivalData Operations
•Standards, Administration
•Authentication, AuditingData Security
•External & Internal codes
•Primary data: Customer, ProductReference & MDM
•Architecture, Implementation
•Training, Monitoring & TuningDW & BI
•Acquisition & Storage,
•Backup, Retrieval. Content mgmtDocument & Content
•Architecture, Integration
•Control, MonitorMetadata
•Specification, Analysis
•Measurement, ImprovementDQM

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