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© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Understanding
Azure Data Factory
The What, When, and Why
Cathrine Wilhelmsen
NIC · February 6th, 2019
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Understanding Azure Data Factory
@cathrinew
cathrinew.net
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Data Warehousing Business Intelligence
Artificial Intelligence
Big Data and Analytics
Machine Learning
Data Science
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Data Warehousing Business Intelligence
Artificial Intelligence
Big Data and Analytics
Machine Learning
Data Science
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What?
When?
Why?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Collect
Store
Transform
Integrate
Prepare
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Azure
Data Factory
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What is Azure Data Factory?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What can you do in Azure Data Factory?
Copy Data Transform Data
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What is inside Azure Data Factory?
Pipelines
Activities Datasets
Linked
Services
Integration
Runtimes
Triggers
Templates
DEMO
Let's look inside
Azure Data Factory!
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What can you do in Azure Data Factory?
Copy Data Transform Data
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What is the Copy Data Activity?
*
* Cathrine's opinion :)
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Copy Data Process: Binary Files
Source Sink
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Copy Data Process: Complex Files
Source Sink
Serialization
Deserialization
Compression
Decompression
Column
Mapping
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Copy Data Process: Complex Files
Source Sink
Serialization
Deserialization
Compression
Decompression
Column
Mapping
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Copy Data Process: Complex Files
Source Sink
Serialization
Deserialization
Compression
Decompression
Column
Mapping
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Copy Data Process: Complex Files
Source Sink
Serialization
Deserialization
Compression
Decompression
Column
Mapping
DEMO
Let's copy
some data!
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
what if my
systems are
on-premises?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Hybrid Azure Data Factory
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What are Integration Runtimes?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Azure Integration Runtime
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Self-Hosted Integration Runtime
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Copy Data Scenarios
DEMO
Let's connect to an
on-prem SQL Server!
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Ok, so we can copy data…
Copy Data Transform Data
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
…what about transforming data?
Copy Data Transform Data
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Mapping or Wrangling
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What are Mapping Data Flows?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
How do Mapping Data Flows work?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
What are Wrangling Data Flows?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
How do Wrangling Data Flows work?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Mapping Data Flows Wrangling Data Flows
DEMO
Let's transform
some data!
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
how do we
schedule data
pipelines?
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Trigger pipelines…
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Triggers: Schedule
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Triggers: Tumbling Window
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Triggers: Event Based
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Triggers: Now
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Monitoring Triggers
DEMO
Let's schedule
some pipelines!
Azure Data
Architectures
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Advanced Analytics on Big Data
https://azure.microsoft.com/en-us/solutions/architecture/advanced-analytics-on-big-data/
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Real-time Analytics
https://azure.microsoft.com/en-us/solutions/architecture/real-time-analytics/
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Modern Data Warehouse
https://azure.microsoft.com/en-us/solutions/architecture/modern-data-warehouse/
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Ingest
Azure
Data Factory
Serve
Azure Synapse
Analytics
Visualize
Power BI
Store
Azure Data Lake Storage
Data Pipeline Orchestration and Monitoring
Azure Data Factory
Sources
Cloud
SaaS
Prepare
Wrangling
Data Flows
Transform
Mapping
Data Flows
On-Premises
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Serve
Azure Synapse Analytics
Visualize
Power BI
Sources
Cloud
SaaS
On-Premises
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
Good luck!
© 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
@cathrinew
cathrinew.net
hi@cathrinew.net
thank you!

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Understanding Azure Data Factory: The What, When, and Why (NIC 2020)

  • 1. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
  • 2. Understanding Azure Data Factory The What, When, and Why Cathrine Wilhelmsen NIC · February 6th, 2019
  • 3. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Understanding Azure Data Factory
  • 5. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Data Warehousing Business Intelligence Artificial Intelligence Big Data and Analytics Machine Learning Data Science
  • 6. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Data Warehousing Business Intelligence Artificial Intelligence Big Data and Analytics Machine Learning Data Science
  • 7. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What? When? Why?
  • 8. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Collect Store Transform Integrate Prepare
  • 9. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net)
  • 11. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What is Azure Data Factory?
  • 12. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What can you do in Azure Data Factory? Copy Data Transform Data
  • 13. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What is inside Azure Data Factory? Pipelines Activities Datasets Linked Services Integration Runtimes Triggers Templates
  • 15. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What can you do in Azure Data Factory? Copy Data Transform Data
  • 16. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What is the Copy Data Activity? * * Cathrine's opinion :)
  • 17. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Copy Data Process: Binary Files Source Sink
  • 18. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Copy Data Process: Complex Files Source Sink Serialization Deserialization Compression Decompression Column Mapping
  • 19. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Copy Data Process: Complex Files Source Sink Serialization Deserialization Compression Decompression Column Mapping
  • 20. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Copy Data Process: Complex Files Source Sink Serialization Deserialization Compression Decompression Column Mapping
  • 21. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Copy Data Process: Complex Files Source Sink Serialization Deserialization Compression Decompression Column Mapping
  • 23. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) what if my systems are on-premises?
  • 24. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Hybrid Azure Data Factory
  • 25. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What are Integration Runtimes?
  • 26. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Azure Integration Runtime
  • 27. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Self-Hosted Integration Runtime
  • 28. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Copy Data Scenarios
  • 29. DEMO Let's connect to an on-prem SQL Server!
  • 30. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Ok, so we can copy data… Copy Data Transform Data
  • 31. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) …what about transforming data? Copy Data Transform Data
  • 32. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Mapping or Wrangling
  • 33. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What are Mapping Data Flows?
  • 34. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) How do Mapping Data Flows work?
  • 35. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) What are Wrangling Data Flows?
  • 36. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) How do Wrangling Data Flows work?
  • 37. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Mapping Data Flows Wrangling Data Flows
  • 39. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) how do we schedule data pipelines?
  • 40. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Trigger pipelines…
  • 41. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Triggers: Schedule
  • 42. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Triggers: Tumbling Window
  • 43. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Triggers: Event Based
  • 44. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Triggers: Now
  • 45. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Monitoring Triggers
  • 48. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Advanced Analytics on Big Data https://azure.microsoft.com/en-us/solutions/architecture/advanced-analytics-on-big-data/
  • 49. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Real-time Analytics https://azure.microsoft.com/en-us/solutions/architecture/real-time-analytics/
  • 50. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Modern Data Warehouse https://azure.microsoft.com/en-us/solutions/architecture/modern-data-warehouse/
  • 51. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Ingest Azure Data Factory Serve Azure Synapse Analytics Visualize Power BI Store Azure Data Lake Storage Data Pipeline Orchestration and Monitoring Azure Data Factory Sources Cloud SaaS Prepare Wrangling Data Flows Transform Mapping Data Flows On-Premises
  • 52. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Serve Azure Synapse Analytics Visualize Power BI Sources Cloud SaaS On-Premises
  • 53. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) Good luck!
  • 54. © 2020 Cathrine Wilhelmsen (hi@cathrinew.net) @cathrinew cathrinew.net hi@cathrinew.net thank you!