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PLM and Data Management in 21st Century Oleg Shilovitsky

PLM and Data Management in 21st Century

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My presentation at TechSoft3D Tech Talk event in Boston.

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Page 1: PLM and Data Management in 21st Century

PLM and Data Management in 21st Century

Oleg Shilovitsky

Page 2: PLM and Data Management in 21st Century

Database selection back in 1990s…

Start Looks like Document?

Use Microsoft Office

Use RDBMS

End

Yes

No

Page 3: PLM and Data Management in 21st Century

2010s….

Big Data

Concurrency

Data connectivity

Cloud scale

Solution diversity

Network of data

Page 4: PLM and Data Management in 21st Century

New buzz is coming - NoSQL

Page 5: PLM and Data Management in 21st Century

Data management eras..

RDBMS

Data warehouse

RDBMS RDBMS

Data warehouse

NoSQL

Transactions 1990s

Transactions + Analytics 2000s

Transactions + Analytics + ? 2010s

Page 6: PLM and Data Management in 21st Century

Single Node RDBMS problem

•  Large data sets

•  Social networks

•  Schema free

•  Linked data

•  Document data

•  Reliability

•  BI / OLAP

size

transaction

response time

Page 7: PLM and Data Management in 21st Century

What is behind “NoSQL” buzzword? Relational Key-value Columnar / Table

Document Graph

Page 8: PLM and Data Management in 21st Century

Data model: size vs. complexity

complexity

size

Graph

Document

Columnar

Key-value

●  Cambrian explosion of DM options

●  Database moved from solution to tools

●  Next dominance is problematic

●  Specialized databases (tools)

●  Focus on specific problem space

Page 9: PLM and Data Management in 21st Century

PLM and Database genres specialty Good For... Not Good For... PLM use idea...

Relational Known data layout Variable and hierarchical data

Transactional data. Specific models

Key-value Little or no need for indexes

CRUD and other queries Vaulting, Media

Columnar Horizontal scale, cluster Undefined data usage pattern

Suppliers access, Design collaboration

Document Unknow data layout Joins Vaulting, Media

Graph Flexible typed relationships

Limited scale, query-ability Configurations, Product structure

Page 10: PLM and Data Management in 21st Century

The evolution of web as a database web 1.0 > web 2.0 > web 3.0 Evolution of web Web as set of structured data Linked Data Graph model RDF / OWL / SPARQL Lots of data published in RDF Size of ~30B entities for 2011 Lots of open sources tools Example: DBPedia is

Wikipedia converted to Web database

Page 11: PLM and Data Management in 21st Century

Example: All luxury cars

Page 12: PLM and Data Management in 21st Century

Example: Audi A8 DBPedia

Page 13: PLM and Data Management in 21st Century

Example: All people born in Boston before 1700

Page 14: PLM and Data Management in 21st Century

Thank you!


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