azure modern data architecture...introduction to data thirst •we believe that data-driven...

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Azure Modern Data Architecture

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Page 1: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Azure Modern Data Architecture

Page 2: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Introduction to Data Thirst

• We believe that data-driven intelligence has the power to accelerate performance.

• Data Thirst helps companies and institutions to set up their data for effective use, to unearth hidden information, and to embed insight into better, faster and simpler decision workflows.

Page 3: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Current Warehousing State of the World

• Relational Data Warehouse• Processes once a day• Frequently overruns

• ETL with using GUI tools• Testing is difficult• Not reusable

• Scale up only• No scale out options

• Change is complex

Page 4: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Data Warehouse Pressure

New data sources

More Users

Dedicated Data Science Teams

Demands for AI

Data Security Concerns

Data Volumes Increasing

Streaming Data

Page 5: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Net Effect

• Decisions are not data driven• Unhappy end users• Lack of insights• Shadow IT• Data Leaks

Page 6: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Hadoop & Big Data• Complex• Over Hyped

• Edge cases were awesome• Not for the masses

• Expensive Clusters• Drove innovation• Clear technology winners:

• Spark• Hive• HDFS

Page 7: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Goals

• Treat data as an Asset• Owned• Secured

• Throw away nothing• Simple Processes• Modular Systems• Immutable & Idempotent Processes• Support for tomorrow

Page 8: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Modern Data Architecture

• Cloud based Platform• Modular Components• Managed Platform as a Service• Ease of New data sources/flows• Massive Scale–out Processing

Page 9: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Microsoft Azure

Azure Data Factory (Orchestration)

Databricks – Ingest & ProcessData Lake (Storage)

SQL DW (Cache/Compute)

Power BI (Presentation)

UsersPower Users

Page 10: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Why is it better?

• Separate Storage & Compute• Scale out • Modular• Best of Big Data and Traditional Warehouses• Support for all types of data• Develop using in SQL, Scala, Python or Java

Page 11: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Data Lake Governance

SourcedRaw data from source.Immutable.Inconsistent and unfriendly to use.

CleansedCommon format.Deduplicated.Validated.Removed headers/footers

IntegratedConform different data sources.Handle Slowly Changing Dimensions.Generate Keys & Lineage.

PresentedCurated data.Star Schemas.User friendly.BI Tool friendly.

Sour

ce S

yste

ms

Page 12: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Why Data Thirst?

• Delivered Modern Data Warehouse’s in various industries• We bring experience• Developed Patterns and Practices to get you started quickly• Developers certified by Microsoft & Databricks• Microsoft Gold Partner

Page 13: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Modern Data Warehouse by Data Thirst

• Extract - Everyone ingests data the same way• Transform:

• Custom to every customer• Similar Patterns• Business Logic/Rules

• Load - Everyone writes data in the same way

• Data Thirst’s Modern Data Warehouse framework provides:• Extract & Load Solutions• Reusable Patterns & Templates for Transformation

Page 14: Azure Modern Data Architecture...Introduction to Data Thirst •We believe that data-driven intelligence has the power to accelerate performance. •Data Thirst helps companies and

Questions

• Contact: [email protected]