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Proactive Evolution
management in
Data –centric SW ecosystems
George Papastefanatos
gpapas@imis.athena-innovation.gr
“Athena” Research & Innovation Center
Proactive data management Workshop
Acting on Change: New Approaches and Future Practices in LTDP
London, Dec 2016
SWEBOK Maintenance
• Preventive maintenance: modification of a software product after
delivery to detect and correct latent faults in the software product
before they become operational faults.
• Perfective maintenance: modification of a software product after
delivery to provide enhancements for users, improvement of
program documentation, and recoding to improve software
performance, maintainability, or other software attributes
• Corrective maintenance: reactive modification (or repairs) of a
software product performed after delivery to correct discovered
problems.
• Adaptive maintenance: modification of a software product
performed after delivery to keep a software product usable in a
changed or changing environment.
Correction Enhancement
Proactive Preventive Perfective
Reactive Corrective Adaptive
Papastefanatos@ ProactiveDataManagement2016 2
Data-Centric SW ecosystems
• Ecosystems of applications, built on top
of one or more databases and strongly
dependent upon them
• Like all software systems, they too
change…
Papastefanatos@ ProactiveDataManagement2016 3
Data-Centric SW ecosystems
• … and often they fail to adapt…
Papastefanatos@ ProactiveDataManagement2016 4
Evolving data-intensive ecosystem
Papastefanatos@ ProactiveDataManagement2016 5
Evolving data-intensive ecosystem
Remove CS.C_NAME
Add exam year
Papastefanatos@ ProactiveDataManagement2016 6
Evolving data-intensive ecosystem
Remove CS.C_NAME
Add exam year
The impact can be syntactical (causing crashes)
Syntactically invalid
Papastefanatos@ ProactiveDataManagement2016 7
Evolving data-intensive ecosystem
Remove CS.C_NAME
Add exam year
The impact can be syntactical (causing crashes), semantic (causing
info loss or inconsistencies) and related to the performance
Semantically unclear
Syntactically invalid
Papastefanatos@ ProactiveDataManagement2016 8
Why is evolution so important?
• Software and DB maintenance makes up for at least 50% of all
resources spent in a project.
• Changes are more frequent than you think
– Data View: Databases change their internal structure, schema and
semantics, due to changes on requirements, database technology or
refactoring.
– Application View: Users / Applications change their view on collected
data (e.g., reports, workflows).
– DBA and development teams do not sync well all the time
Databases are rarely stand-alone: typically, an entire ecosystem of applications is
structured around them
Changes in the schema can impact a large (typically, not traced) number of surrounding
app’s, without explicit identification of the impact
Papastefanatos@ ProactiveDataManagement2016 9
Evolving data-intensive ecosystem
Remove CS.C_NAME
Add exam year
Which parts are affected and how?
Papastefanatos@ ProactiveDataManagement2016 10
Evolving data-intensive ecosystem
Remove CS.C_NAME
Add exam year
Can we predetermine their reaction?
Allow addition
Block Deletion
Allow Deletion
Papastefanatos@ ProactiveDataManagement2016 11
Evolving data-intensive ecosystem
Can we automatically repair?
Block DeletionRemove CS.C_NAME
Allow Deletion
Papastefanatos@ ProactiveDataManagement2016 12
Proactive management of data centric systems evolution
Achieve ecosystem evolution without impacting the smooth
operation or the semantic consistency of its components
Papastefanatos@ ProactiveDataManagement2016 13
Proactive management of evolution
• Model for Evolution
– Model & Visualize Dependencies
between components
– Change modeling and
monitoring
• Principled response to Evolution
– Assess Impact of a Change
– What if Analysis
• Design for evolution
– Adapt to change
– Quality Metrics
– Self-Repairing
Papastefanatos@ ProactiveDataManagement2016 14
The Hecataeus tool & method
Papastefanatos@ ProactiveDataManagement2016 15
Papastefanatos@ ProactiveDataManagement2016 16
Papastefanatos@ ProactiveDataManagement2016
Annotate with Event & Rules
17
Played an impact analysis scenario: delete attr.
‘word’ from search_index
2. Queries Q215
and Q216 vetoed
1. The table
allowed the
deletion, but…
Papastefanatos@ ProactiveDataManagement2016 18
Played an impact analysis scenario: delete attr.
‘word’ from search_index
Papastefanatos@ ProactiveDataManagement2016
Rewrite the SW code to adjust to policies
19
Papastefanatos@ ProactiveDataManagement2016
Highlight most Vulnerable parts
20
Thank you
Papastefanatos@ ProactiveDataManagement2016
http://www.cs.uoi.gr/~pvassil/projects/hecataeus/
https://github.com/DAINTINESS-Group/Hecataeus
21
Demos and Material
The team
Dr. George Papastefanatos
Athena Research & Innovation Center
Prof. Panos Vassiliadis
University of Ioannina
Petros Manousis
University of Ioannina

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Proactive Evolution management in Data-centric SW ecosystems - Acting on Change 2016

  • 1. Proactive Evolution management in Data –centric SW ecosystems George Papastefanatos gpapas@imis.athena-innovation.gr “Athena” Research & Innovation Center Proactive data management Workshop Acting on Change: New Approaches and Future Practices in LTDP London, Dec 2016
  • 2. SWEBOK Maintenance • Preventive maintenance: modification of a software product after delivery to detect and correct latent faults in the software product before they become operational faults. • Perfective maintenance: modification of a software product after delivery to provide enhancements for users, improvement of program documentation, and recoding to improve software performance, maintainability, or other software attributes • Corrective maintenance: reactive modification (or repairs) of a software product performed after delivery to correct discovered problems. • Adaptive maintenance: modification of a software product performed after delivery to keep a software product usable in a changed or changing environment. Correction Enhancement Proactive Preventive Perfective Reactive Corrective Adaptive Papastefanatos@ ProactiveDataManagement2016 2
  • 3. Data-Centric SW ecosystems • Ecosystems of applications, built on top of one or more databases and strongly dependent upon them • Like all software systems, they too change… Papastefanatos@ ProactiveDataManagement2016 3
  • 4. Data-Centric SW ecosystems • … and often they fail to adapt… Papastefanatos@ ProactiveDataManagement2016 4
  • 6. Evolving data-intensive ecosystem Remove CS.C_NAME Add exam year Papastefanatos@ ProactiveDataManagement2016 6
  • 7. Evolving data-intensive ecosystem Remove CS.C_NAME Add exam year The impact can be syntactical (causing crashes) Syntactically invalid Papastefanatos@ ProactiveDataManagement2016 7
  • 8. Evolving data-intensive ecosystem Remove CS.C_NAME Add exam year The impact can be syntactical (causing crashes), semantic (causing info loss or inconsistencies) and related to the performance Semantically unclear Syntactically invalid Papastefanatos@ ProactiveDataManagement2016 8
  • 9. Why is evolution so important? • Software and DB maintenance makes up for at least 50% of all resources spent in a project. • Changes are more frequent than you think – Data View: Databases change their internal structure, schema and semantics, due to changes on requirements, database technology or refactoring. – Application View: Users / Applications change their view on collected data (e.g., reports, workflows). – DBA and development teams do not sync well all the time Databases are rarely stand-alone: typically, an entire ecosystem of applications is structured around them Changes in the schema can impact a large (typically, not traced) number of surrounding app’s, without explicit identification of the impact Papastefanatos@ ProactiveDataManagement2016 9
  • 10. Evolving data-intensive ecosystem Remove CS.C_NAME Add exam year Which parts are affected and how? Papastefanatos@ ProactiveDataManagement2016 10
  • 11. Evolving data-intensive ecosystem Remove CS.C_NAME Add exam year Can we predetermine their reaction? Allow addition Block Deletion Allow Deletion Papastefanatos@ ProactiveDataManagement2016 11
  • 12. Evolving data-intensive ecosystem Can we automatically repair? Block DeletionRemove CS.C_NAME Allow Deletion Papastefanatos@ ProactiveDataManagement2016 12
  • 13. Proactive management of data centric systems evolution Achieve ecosystem evolution without impacting the smooth operation or the semantic consistency of its components Papastefanatos@ ProactiveDataManagement2016 13
  • 14. Proactive management of evolution • Model for Evolution – Model & Visualize Dependencies between components – Change modeling and monitoring • Principled response to Evolution – Assess Impact of a Change – What if Analysis • Design for evolution – Adapt to change – Quality Metrics – Self-Repairing Papastefanatos@ ProactiveDataManagement2016 14
  • 15. The Hecataeus tool & method Papastefanatos@ ProactiveDataManagement2016 15
  • 18. Played an impact analysis scenario: delete attr. ‘word’ from search_index 2. Queries Q215 and Q216 vetoed 1. The table allowed the deletion, but… Papastefanatos@ ProactiveDataManagement2016 18
  • 19. Played an impact analysis scenario: delete attr. ‘word’ from search_index Papastefanatos@ ProactiveDataManagement2016 Rewrite the SW code to adjust to policies 19
  • 21. Thank you Papastefanatos@ ProactiveDataManagement2016 http://www.cs.uoi.gr/~pvassil/projects/hecataeus/ https://github.com/DAINTINESS-Group/Hecataeus 21 Demos and Material The team Dr. George Papastefanatos Athena Research & Innovation Center Prof. Panos Vassiliadis University of Ioannina Petros Manousis University of Ioannina