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Azure Big Data Story
@LynnLangit
I love to…Learn & Build
Azure Big Data by the V’s
Value
Volume Velocity Variety Veracity
Big Data = Business Value ?
60% of Big Data projects
FAIL
to go beyond pilot and will be abandoned
(through 2017) - Gartner
Volume
How big is Big Data?
Variety
Is my Data rectangular?
Persistence Choices
Files
Hadoop
NoSQL
Relational
Azure Persistence Choices
• Storage
• Store Simple
Files
• Data Lake
• HDInsight
• Cloudera
Hadoop
• MANY…
NoSQL
• SQL Azure
• SQL Azure DW
• SQL Server on Azure
VM
Relational
Drilling In: Relational AND NoSQL
Azure Persistence Choices Detailed
• Storage
• Store Simple
Files
• Data Lake
• HDInsight
• Cloudera
Hadoop • Redis Caching
• DataStax Enterprise
• Document DB
• Mongo Labs
• Graph Engine
NoSQL
• SQL Azure
• SQL Azure DW
• SQL Server on Azure VM
Relational
Velocity
How fast is my Data?
Veracity
How clean is my Data?
Load Choices
Load
Stream
Batch
Azure Load Choices
Load Libraries
StreamEvent Hub
Batch
Stream
Analytics
Data Cleaning Choices
ETL
Client
Machine
Learning
Azure Data Cleaning Choices
ETL
• SQL Server VM
• Data Pipeline
Client
• Power BI
• Power Query
ML
• Azure ML
• Data Marketplace
• SQL Server DQS
Data Pipelines
Azure Data Factory
Public Cloud
or
Hybrid Cloud
Data
Model
On Premise
SQL Server+
Cloud
Azure+
Key-Value
Queues
None
Windows Queues
Azure Redis Cache
Azure Queues
Wide Sparse
Columns
Columnstore Index
SSAS Tabular Models
Azure Tables
DataStax Enterprise (Cassandra)
Files FileTable, Filestream
XML data type
Azure BLOB Store
StoreSimple
JSON or
Graph
SQL Server 2016
None
Azure DocumentDB / Graph Engine (beta)
Hosted MongoDB or Neo4J
Large
Relational
SQL Server Enterprise
PDW
SQL Analysis Services
SQL Database (basic, standard, premium)
APS
SQL Data Warehouse
Hadoop Hortonworks HDInsight/ Data Lake,
Hosted Cloudera
Other Stream Insight Event Hub, StreamAnalytics, ML
Marketplace
Value
How useful is my Big Data?
Big Data = Business Value ?
60% of Big Data projects
FAIL
to go beyond pilot and will be abandoned
(through 2017) - Gartner
Architectural
Patterns
Architecture 1- File Storage / Backup
Architecture 2- Data Warehouse
Architecture 3 – Operational Database
Old
becomes
New
Architecture 4 – Small Big Data
MORE DATA
Architecture 5 – Big Data
www.TeachingKidsProgramming.org
Azure Big Data Story
@LynnLangit

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Azure Big Data Story

Hinweis der Redaktion

  1. https://about.me/LynnLangit
  2. ScottGu Blog - http://weblogs.asp.net/scottgu Azure Big Data -- http://azure.microsoft.com/blog/topics/big-data/ Data Factory Pipeline Sample (Blog) -- http://azure.microsoft.com/blog/2015/04/24/azure-data-factory-update-simplified-sample-deployment/
  3. http://www.bain.com/publications/articles/three-promises-and-perils-of-big-data.aspx
  4. http://azure.microsoft.com/en-us/documentation/infographics/building-real-world-cloud-apps/
  5. Image credit - http://tapoueh.org/images/pipeline.png Azure Data Factory tutorial - http://azure.microsoft.com/en-us/documentation/articles/data-factory-get-started-using-editor/
  6. Image credit - http://tapoueh.org/images/pipeline.png Azure Data Factory tutorial - http://azure.microsoft.com/en-us/documentation/articles/data-factory-get-started-using-editor/
  7. ScottGu Blog - http://weblogs.asp.net/scottgu Azure Big Data -- http://azure.microsoft.com/blog/topics/big-data/ Data Factory Pipeline Sample (Blog) -- http://azure.microsoft.com/blog/2015/04/24/azure-data-factory-update-simplified-sample-deployment/
  8. http://recode.net/2014/04/15/microsofts-big-data-angle-office-as-a-friendly-front-end/
  9. http://www.bain.com/publications/articles/three-promises-and-perils-of-big-data.aspx
  10. http://www.wsj.com/articles/ubers-new-funding-values-it-at-over-41-billion-1417715938
  11. http://www.nytimes.com/newsgraphics/2013/08/18/reshaping-new-york/
  12. www.thingful.net