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and Analytics
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Framework
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Warehouse
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Learning
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Sources
Apps
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and devices
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Information
Management
Azure SQL DB Azure
Databricks
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Data orchestration As-a-service
Security and compliance
Fully-managed data integration service in the cloud
A Z U R E D ATA F A C T O R Y
Hybrid Data movement
Data integration
Flexible
Modernize your data warehouse with Azure
big data and advanced analytics services such
as HDInsight and Data lake Analytics
Build custom data-driven SaaS applications
unique to your customer data using your
language of choice
Bring together all your sources of data to
understand your customers and drive
impactful business decisions
Flexible
Data integration
Orchestrate your data pipeline wherever your
data lives – in cloud or in self-hosted
environment
Meet your security and compliance needs
while taking advantage of truly hybrid
integration capabilities
Execute your SQL Server Integration Services
(SSIS) packages in the cloud
Hybrid
Data orchestration
Accelerate integration with managed data
movement as-a-service
30+ natively supported connectors across 18
global points of presence
Elastic data movement at scale
Serverless data movement with no
infrastructure to manage
Data movement
As-a-service
HYBRID DATA INTEGRATION AT SCALE
Any BI tool
Advanced
Analytics
Any language
Data Processing & MovementRelational data
Dashboards | Reporting
Mobile BI | Cubes
Machine Learning
Stream analytics Cognitive | AI
.NET | Java | R | Python
Ruby | PHP | Scala
Non-relational data
OLTP ERP CRM LOB
Social media DevicesWeb Media
CLOUD
ON-PREMISE
V-NET
AZURE DATA FACTORY ORCHESTRATES DATA PIPELINE ACTIVITY WORKFLOW & SCHEDULING
Azure Data Factory: How Does it Work?
Connect
& Collect
Transform
& Enrich
Publish Monitor
Azure Data Factory: Top-Level Concepts
Azure Data Factory: Top-Level Concepts
ADF Integration Runtime (IR) ▪ Integration Runtime is the compute
infrastructure used by ADF to provide data
integration capabilities such as:
▪ Activity dispatch & monitoring
▪ Data movement
▪ SSIS package execution
▪ Integration Runtime Types:
▪ Azure
▪ Azure-SSIS
▪ Self-Hosted
▪ IR provides a consistent provision and
monitoring experience across the network
environments
Portal Application & SDK
Azure Data Factory Service
Data Movement & Activity
Dispatch on-prem, Cloud,
VNET
Data Movement & Activity
Dispatch In Azure Public
Network, SSIS
VNET coming soon
Self-Hosted IR Azure IR
SSIS as an Integration Runtime
Execute/Manage
Provision
SSDT SSMS
Cloud
On-Premises
SSIS Server
Azure Data Factory V2
HDI
ML
 Provision SSIS IR via Data Factory
 Use SQL Server Data Tools (SSDT) to
author/deploy SSIS packages
 Use SQL Server Management Studio
(SSMS) to execute/manage SSIS
packages
 For those who want to move all/part
of their on-premises workloads and
“lift & shift” existing packages to Azure
SSIS IR on
ADF compute
resource
Branching Activities
Execute SSIS Packages Using Azure SSIS IR
Hybrid Data Integration Pattern 1
Analyze blog comments
Azure SQL Database
SQL Server
(on-premises)
Data Management
Gateway Req’d for ADF
Azure Data Factory
Capture blog comments via API
Drop into
Blob Store
Copy & lookup
Power BI Dashboard
Visualize and analyze
Transform via SPROC (ELT)
Transform via Dataflow (ETL)
Hybrid Data Integration Pattern 2
Data-Driven SaaS App: Sentiment Analysis w/Machine Learning
Azure Data Factory
Custom App
Blob Storage
Azure Functions
ADF Resources
Integration Runtime in Azure Data Factory
Provision the Azure-SSIS Integration Runtime in ADF
Create and Configure a Self-Hosted Integration Runtime
Azure Data Factory V2 Data Flow
Incremental/Delta Data Copy in ADF
Branching and Chaining Activities in an ADF Pipeline
Run an SSIS Package in ADF with the “Execute SSIS Package” Activity
Deploy an SSIS Package to an Azure SQL DB from SSMS
Azure Data Factory Pricing
Modern Data Platform Part 1: Data Ingestion

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Modern Data Platform Part 1: Data Ingestion

  • 3. Trusted Intelligent Hybrid Productive HIPAA / HITECH Act FERPAGxP 21 CFR Part 11 ISO 27001 SOC 1 Type 2ISO 27018 CSA STAR Self-Assessment Singapore MTCS UK G-Cloud Australia IRAP/CCSL FISC Japan New Zealand GCIO China GB 18030 EU Model Clauses ENISA IAF Argentina PDPA Japan CS Mark Gold CDSA Shared Assessments Japan My Number Act FACT UK GLBA Spain ENS PCI DSS Level 1 MARS-E FFIEC China TRUCS SOC 2 Type 2 SOC 3 Canada Privacy Laws MPAA Privacy Shield ISO 22301 India MeitY Germany IT Grundschutz workbook Spain DPA CSA STAR Certification CSA STAR Attestation HITRUST IG Toolkit UK China DJCP ISO 27017 GLOBALINDUSTRYREGIONAL More certifications than any cloud provider
  • 5. © Microsoft Corporation Open Source Support Applications Infrastructure Management Databases & middleware App frameworks & tools DevOps
  • 6.
  • 7. L A M B D A A R C H I T E C T U R E
  • 8. M I C R O S O F T B I G D A T A B U I L D I N G B L O C K S Intelligence Dashboards & Visualizations Big Data Stores Machine Learning and Analytics Event Hubs HDInsight (Hadoop and Spark) Stream Analytics Data Intelligence Action People Automated Systems Apps Web Mobile Bots Bot Framework Azure SQL Data Warehouse Data Factory Machine Learning Data Lake Store Cognitive Services Power BI Data Sources Apps Sensors and devices Data Information Management Azure SQL DB Azure Databricks IoT Hub
  • 9.
  • 10. Data orchestration As-a-service Security and compliance Fully-managed data integration service in the cloud A Z U R E D ATA F A C T O R Y Hybrid Data movement Data integration Flexible
  • 11. Modernize your data warehouse with Azure big data and advanced analytics services such as HDInsight and Data lake Analytics Build custom data-driven SaaS applications unique to your customer data using your language of choice Bring together all your sources of data to understand your customers and drive impactful business decisions Flexible Data integration
  • 12. Orchestrate your data pipeline wherever your data lives – in cloud or in self-hosted environment Meet your security and compliance needs while taking advantage of truly hybrid integration capabilities Execute your SQL Server Integration Services (SSIS) packages in the cloud Hybrid Data orchestration
  • 13. Accelerate integration with managed data movement as-a-service 30+ natively supported connectors across 18 global points of presence Elastic data movement at scale Serverless data movement with no infrastructure to manage Data movement As-a-service
  • 14. HYBRID DATA INTEGRATION AT SCALE Any BI tool Advanced Analytics Any language Data Processing & MovementRelational data Dashboards | Reporting Mobile BI | Cubes Machine Learning Stream analytics Cognitive | AI .NET | Java | R | Python Ruby | PHP | Scala Non-relational data OLTP ERP CRM LOB Social media DevicesWeb Media CLOUD ON-PREMISE V-NET AZURE DATA FACTORY ORCHESTRATES DATA PIPELINE ACTIVITY WORKFLOW & SCHEDULING
  • 15. Azure Data Factory: How Does it Work? Connect & Collect Transform & Enrich Publish Monitor
  • 16. Azure Data Factory: Top-Level Concepts
  • 17. Azure Data Factory: Top-Level Concepts
  • 18.
  • 19. ADF Integration Runtime (IR) ▪ Integration Runtime is the compute infrastructure used by ADF to provide data integration capabilities such as: ▪ Activity dispatch & monitoring ▪ Data movement ▪ SSIS package execution ▪ Integration Runtime Types: ▪ Azure ▪ Azure-SSIS ▪ Self-Hosted ▪ IR provides a consistent provision and monitoring experience across the network environments Portal Application & SDK Azure Data Factory Service Data Movement & Activity Dispatch on-prem, Cloud, VNET Data Movement & Activity Dispatch In Azure Public Network, SSIS VNET coming soon Self-Hosted IR Azure IR
  • 20.
  • 21. SSIS as an Integration Runtime Execute/Manage Provision SSDT SSMS Cloud On-Premises SSIS Server Azure Data Factory V2 HDI ML  Provision SSIS IR via Data Factory  Use SQL Server Data Tools (SSDT) to author/deploy SSIS packages  Use SQL Server Management Studio (SSMS) to execute/manage SSIS packages  For those who want to move all/part of their on-premises workloads and “lift & shift” existing packages to Azure SSIS IR on ADF compute resource
  • 22.
  • 24. Execute SSIS Packages Using Azure SSIS IR
  • 25.
  • 26. Hybrid Data Integration Pattern 1 Analyze blog comments Azure SQL Database SQL Server (on-premises) Data Management Gateway Req’d for ADF Azure Data Factory Capture blog comments via API Drop into Blob Store Copy & lookup Power BI Dashboard Visualize and analyze Transform via SPROC (ELT) Transform via Dataflow (ETL)
  • 27. Hybrid Data Integration Pattern 2 Data-Driven SaaS App: Sentiment Analysis w/Machine Learning Azure Data Factory Custom App Blob Storage Azure Functions
  • 28.
  • 29. ADF Resources Integration Runtime in Azure Data Factory Provision the Azure-SSIS Integration Runtime in ADF Create and Configure a Self-Hosted Integration Runtime Azure Data Factory V2 Data Flow Incremental/Delta Data Copy in ADF Branching and Chaining Activities in an ADF Pipeline Run an SSIS Package in ADF with the “Execute SSIS Package” Activity Deploy an SSIS Package to an Azure SQL DB from SSMS Azure Data Factory Pricing