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Running cost effective big data workloads with
Azure Synapse and Azure Data Lake Storage
James Baker
Michael Rys
Rukmani Gopalan
Agenda 1. Modernize your big data workloads
2. .NET for Apache Spark
3. Demo
Traditional on-prem analytics pipeline
Operational
database
Business/custom apps
Operational
database
Operational
database
Enterprise data
warehouse
Data mart
Data mart
Data mart
ETL
ETL
ETL
ETL ETL
ETL
ETL
Reporting
Analytics
Data mining
Modern data warehouse
Logs (structured)
Media (unstructured)
Files (unstructured)
Business/custom apps
(structured)
Ingest Prep & train Model & serve
Store
Azure Data Lake Storage
Azure SQL
Data Warehouse
Azure DatabricksAzure Data Factory
Power BI
Modern data warehouse with Azure Synapse
Logs (structured)
Media (unstructured)
Files (unstructured)
Business/custom apps
(structured)
Azure
Synapse
Analytics Power BI
Store
Azure Data Lake Storage
Modern data warehouse with Azure Synapse
Logs (structured)
Media (unstructured)
Files (unstructured)
Business/custom apps
(structured)
Analytics runtimes
SQL
Common data estate
Shared meta data
Unified experience
Synapse Studio
Store
Azure Data Lake Storage
Power BI
Cost optimization with Azure Data Lake Storage
Disaggregated compute
and storage with shared
meta data layer
Lifecycle management
for optimizing TCO
Lower compute resources
because of high performance
.NET for Apache Spark and Azure Synapse
 First-class C# and F# bindings to Apache Spark,
bringing the power of big data analytics to .NET
developers
Apache Spark 2.4/3.0
Data Frames, Structured
Streaming, Delta Lake
Performance
optimized with
Apache Arrow and
HW Vectorization
Learn more at
http://dot.net/Spark
First class integration
in Azure Synapse:
Batch Submission
Interactive .NET
notebooks
.NET Standard 2.0
C# and F#
ML.NET
.NET
Demo: .NET for Spark and shared metadata
experience in Azure Synapse
Michael Rys, @MikeDoesBigData
Analysis with
interactive .NET
for Spark
Notebook
Data prep with
.NET for Spark
Twitter CSV files
Seamless analysis
with SQL
What has
Michael been
up?
Mentions
Topics
Who was
interacting
with Michael?
Michael
@MikeDoesBigData
Guidance from experts
Microsoft Docs
Explore overviews, tutorials,
code samples, and more.
Azure Data Lake Storage: https://docs.microsoft.com/azure/storage/blobs/data-lake-storage-introduction
Azure Synapse Analytics: https://docs.microsoft.com/azure/synapse-analytics
.NET for Apache Spark: https://dot.net/Spark
Running cost effective big data workloads with Azure Synapse and Azure Data Lake Storage (Build 2020-INT130)

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Running cost effective big data workloads with Azure Synapse and Azure Data Lake Storage (Build 2020-INT130)

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  • 2. Running cost effective big data workloads with Azure Synapse and Azure Data Lake Storage James Baker Michael Rys Rukmani Gopalan
  • 3. Agenda 1. Modernize your big data workloads 2. .NET for Apache Spark 3. Demo
  • 4. Traditional on-prem analytics pipeline Operational database Business/custom apps Operational database Operational database Enterprise data warehouse Data mart Data mart Data mart ETL ETL ETL ETL ETL ETL ETL Reporting Analytics Data mining
  • 5. Modern data warehouse Logs (structured) Media (unstructured) Files (unstructured) Business/custom apps (structured) Ingest Prep & train Model & serve Store Azure Data Lake Storage Azure SQL Data Warehouse Azure DatabricksAzure Data Factory Power BI
  • 6. Modern data warehouse with Azure Synapse Logs (structured) Media (unstructured) Files (unstructured) Business/custom apps (structured) Azure Synapse Analytics Power BI Store Azure Data Lake Storage
  • 7. Modern data warehouse with Azure Synapse Logs (structured) Media (unstructured) Files (unstructured) Business/custom apps (structured) Analytics runtimes SQL Common data estate Shared meta data Unified experience Synapse Studio Store Azure Data Lake Storage Power BI
  • 8. Cost optimization with Azure Data Lake Storage Disaggregated compute and storage with shared meta data layer Lifecycle management for optimizing TCO Lower compute resources because of high performance
  • 9. .NET for Apache Spark and Azure Synapse  First-class C# and F# bindings to Apache Spark, bringing the power of big data analytics to .NET developers Apache Spark 2.4/3.0 Data Frames, Structured Streaming, Delta Lake Performance optimized with Apache Arrow and HW Vectorization Learn more at http://dot.net/Spark First class integration in Azure Synapse: Batch Submission Interactive .NET notebooks .NET Standard 2.0 C# and F# ML.NET .NET
  • 10. Demo: .NET for Spark and shared metadata experience in Azure Synapse Michael Rys, @MikeDoesBigData Analysis with interactive .NET for Spark Notebook Data prep with .NET for Spark Twitter CSV files Seamless analysis with SQL What has Michael been up? Mentions Topics Who was interacting with Michael? Michael @MikeDoesBigData
  • 11. Guidance from experts Microsoft Docs Explore overviews, tutorials, code samples, and more. Azure Data Lake Storage: https://docs.microsoft.com/azure/storage/blobs/data-lake-storage-introduction Azure Synapse Analytics: https://docs.microsoft.com/azure/synapse-analytics .NET for Apache Spark: https://dot.net/Spark

Editor's Notes

  1. Establish the baseline The need to provision for max utilization/max consumption Architectural brittleness in moving data across physical stores
  2. Pay for consumption model Compute elasticity Data evolves ‘in place’ within ubiquitous storage service
  3. Encapsulates the MDW pattern within the Synapse service Retain benefits of pay for consumption & ubiquitous store
  4. Unified experience leveraging heterogenous set of tools/frameworks Shared meta data service means that table definitions do not need to be restated as pipeline flows