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Discovering Implicit
Schemas in JSON Data
Javier Luis Cánovas Izquierdo, Jordi Cabot
{javier.canovas,jordi.cabot}@inria.fr
ICWE Conference
July 2013
APIs everywhere
APIs everywhere
flickr/FortMeade
Format War
flickr/FortMeade
Format War
XML vs. JSON
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
2009 2010 2011 2012 2013
JSON-based API XML-based API
Source: ProgrammableWeb.com
XML vs. JSON
flickr/Eleaf
Also called JavaScript Object Notation, is a text-
based open standard designed for human-
readable data interchange. It is derived from the
JavaScript scripting language for representing
simple data structures and associative
arrays, called objects. Despite its relationship to
JavaScript, it is language-independent, with
parsers available for many languages.
JSON (/ˈdʒeɪsɒn/ jay-sawn, /ˈdʒeɪsən/ jay-
sun)
Source: Wikipedia
Also called JavaScript Object Notation, is a text-
based open standard designed for human-
readable data interchange. It is derived from the
JavaScript scripting language for representing
simple data structures and associative
arrays, called objects. Despite its relationship to
JavaScript, it is language-independent, with
parsers available for many languages.
JSON (/ˈdʒeɪsɒn/ jay-sawn, /ˈdʒeɪsən/ jay-
sun)
… and it is schemaless
flickr/jean-louis zimmermann
Example
flickr/Mads Boedker
Our proposal
Discovery of schemas in JSON
Creation Refinement
Creation Refinement
C1 C2 C3 C4 C5
R1 R2 R3
Creation Refinement
Creation Refinement
M1 M2 M3 M4
Discovering dependencies
Implementation
Not enough…
• Allowing developers to enrich the partial schemas
• Ideas from database normalization theory and XML-based approaches
Improve discovery process
• Some metrics: effectiveness, coverage, etc.
Evaluate the discovery process
• Automatize the generation of documentation
• Identifying use patterns in the JSON-based API
Promote JSON-based APIs
• Generation of mash-ups
• …others?
Additional uses
Check it out!
https://code.google.com/a/eclipselabs.org/p/json-discoverer/
Except where otherwise noted, content on this presentation is licensed under a Creative Commons Attribution 3.0 License.
Do you wanna try?

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Discovering Implicit Schemas in JSON Data

Editor's Notes

  1. apis everywhere
  2. apis everywhere
  3. http://blog.programmableweb.com/2011/05/25/1-in-5-apis-say-bye-xml/
  4. http://blog.programmableweb.com/2011/05/25/1-in-5-apis-say-bye-xml/
  5. http://blog.programmableweb.com/2011/05/25/1-in-5-apis-say-bye-xml/Change range
  6. Real experience
  7. Possible structure
  8. http://blog.programmableweb.com/2011/05/25/1-in-5-apis-say-bye-xml/
  9. Emphasis on proposal
  10. Grammar-model world
  11. Importance of this step
  12. Importance of this step
  13. Importance of this step
  14. Importance of this step