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#MongoDBDays

Schema Design
Robert Stam
Software Engineer, MongoDB
robert@mongodb.com
All application development is

Schema Design
Success comes from a

Proper Data Structure
Terminology
RDBMS

MongoDB

Database

➜ Database

Table

➜ Collection

Row

➜ Document

Index

➜ Index

Join

➜ Embedding & Linking
Working with Documents
What is a Document?
	
  
{	
  
	
  	
  	
  	
  _id:	
  "123",	
  
	
  	
  	
  	
  title:	
  "MongoDB:	
  The	
  Definitive	
  Guide",	
  
	
  	
  	
  	
  authors:	
  [	
  
	
  	
  	
  	
  	
  	
  	
  {	
  _id:	
  "kchodorow",	
  name:	
  "Kristina	
  Chodorow"	
  },	
  
	
  	
  	
  	
  	
  	
  	
  {	
  _id:	
  "mdirold",	
  name:	
  "Mike	
  Dirolf"	
  }	
  
	
  	
  	
  	
  ],	
  
	
  	
  	
  	
  published_date:	
  ISODate("2010-­‐09-­‐24"),	
  
	
  	
  	
  	
  pages:	
  216,	
  
	
  	
  	
  	
  language:	
  "English",	
  
	
  	
  	
  	
  publisher:	
  {	
  
	
  	
  	
  	
  	
  	
  	
  	
  name:	
  "O’Reilly	
  Media",	
  
	
  	
  	
  	
  	
  	
  	
  	
  founded:	
  "1980",	
  
	
  	
  	
  	
  	
  	
  	
  	
  location:	
  "CA"	
  
	
  	
  	
  	
  }	
  
}	
  
Traditional Schema Design

Focus on Data Storage
Document Schema Design

Focus on Data Usage
Traditional Schema Design

What answers do I have?
Document Schema Design

What questions do I have?
Schema Design By Example
Library Management Application
•  Patrons/Users
•  Books
•  Authors
•  Publishers
Question:

What is a Patron’s Address?
A Patron and their Address
>	
  db.patrons.find({	
  _id	
  :	
  "joe"	
  })	
  
{	
  
	
  	
  	
  	
  _id:	
  "joe",	
  
	
  	
  	
  	
  name:	
  "Joe	
  Bookreader"	
  
}	
  
	
  
>	
  db.addresses.find({	
  _id	
  :	
  "joe"	
  })	
  
{	
  
	
  	
  	
  	
  _id:	
  "joe",	
  
	
  	
  	
  	
  street:	
  "123	
  Fake	
  St.",	
  
	
  	
  	
  	
  city:	
  "Faketon",	
  
	
  	
  	
  	
  state:	
  "MA",	
  
	
  	
  	
  	
  zip:	
  12345	
  
}	
  
	
  
A Patron and their Address
>	
  db.patrons.find({	
  _id	
  :	
  "joe"	
  })	
  
{	
  
	
  	
  	
  	
  _id:	
  "joe",	
  
	
  	
  	
  	
  name:	
  "Joe	
  Bookreader",	
  
	
  	
  	
  	
  address:	
  {	
  
	
  	
  	
  	
  	
  	
  	
  	
  street:	
  "123	
  Fake	
  St.",	
  
	
  	
  	
  	
  	
  	
  	
  	
  city:	
  "Faketon",	
  
	
  	
  	
  	
  	
  	
  	
  	
  state:	
  "MA",	
  
	
  	
  	
  	
  	
  	
  	
  	
  zip:	
  12345	
  
	
  	
  	
  	
  }	
  
}	
  
	
  
One-to-One Relationships
•  "Belongs to" relationships are often embedded.
•  Holistic representation of entities with their

embedded attributes and relationships.
•  Optimized for read performance
Question:

What are a Patron’s
Addresses?
A Patron and their Addresses
> db.patrons.find({ _id : "bob" })
{
_id: "bob",
name: "Bob Knowitall",
addresses: [
{street: "1 Vernon St.", city: "Newton", …},
{street: "52 Main St.", city: "Boston", …}
]
}
A Patron and their Addresses
> db.patrons.find({ _id : "bob" })
{
_id: "bob",
name: "Bob Knowitall",
addresses: [
{street: "1 Vernon St.", city: "Newton", …},
{street: "52 Main St.", city: "Boston", …},
]
}
> db.patrons.find({ _id : "joe" })
{
_id: "joe",
name: "Joe Bookreader",
address: { street: "123 Fake St. ", city: "Faketon", …}
}
Migration Possibilities
•  Migrate all documents when the schema changes.
•  Migrate On-Demand
–  As we pull up a patron’s document, we make the change.
–  Any patrons that never come into the library never get
updated.
•  Leave it alone
–  As long as the application knows about both types…
Question:

Who is the publisher of this
book?
Book
MongoDB: The Definitive Guide,
By Kristina Chodorow and Mike Dirolf
Published: 9/24/2010
Pages: 216
Language: English

Publisher: O’Reilly Media, CA
Book with embedded Publisher
> db.books.find({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
authors: [ "Kristina Chodorow", "Mike Dirolf" ],
published_date: ISODate("2010-09-24"),
pages: 216,
language: "English",
publisher: {
name: "O’Reilly Media",
founded: "1980",
location: "CA"
}
}
Book with embedded Publisher
•  Optimized for read performance of Books
•  Other queries become difficult
Question:

Who are all the publishers
in the system?
All Publishers
> db.publishers.find()
{
_id: "oreilly",
name: "O’Reilly Media",
founded: "1980",
location: "CA"
}
{
_id: "penguin",
name: "Penguin",
founded: "1983",
location: "CA"
}
Book with linked Publisher
> var book = db.books.findOne({ _id: "123" })
{
_id: "123",
publisher_id: "oreilly",
title: "MongoDB: The Definitive Guide",
authors: [ "Kristina Chodorow", "Mike Dirolf" ],
published_date: ISODate("2010-09-24"),
pages: 216,
language: "English"
}
> db.publishers.find({ _id : book.publisher_id })
{
_id: "oreilly",
name: "O’Reilly Media",
founded: "1980",
location: "CA"
}
Question:

What are all the books a
publisher has published?
Publisher with linked Books
> var publisher = db.publishers.findOne({ _id : "oreilly" })
{
_id: "oreilly",
name: "O’Reilly Media",
founded: "1980",
location: "CA",
books: ["123",…]
}

> db.books.find({ books : { $in : publisher.books } })
Question:

Who are the authors of a
given book?
Books with linked Authors
> var book = db.books.findOne({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
published_date: ISODate("2010-09-24"),
pages: 216,
language: "English",
authors: ["kchodorow", "mdirolf"]
}
> db.authors.find({ _id : { $in : book.authors } })
{ _id: "kchodorow", name: "Kristina Chodorow", hometown: … }
{ _id: "mdirolf", name: "Mike Dirolf", hometown: … }
Books with linked Authors
> db.books.find({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
published_date: ISODate("2010-09-24"),
pages: 216,
language: "English",
authors = [
{ id: "kchodorow", name: "Kristina Chodorow" },
{ id: "mdirolf", name: "Mike Dirolf" }
]
}
Question:

What are all the books an
author has written?
Authors with linked Books
> db.authors.find({ _id : "kchodorow" })
{
_id: "kchodorow",
name: "Kristina Chodorow",
hometown: "Cincinnati",
books: [ {id: "123", title : "MongoDB: The Definitive Guide" } ]
}
Links on both Authors and Books
> db.authors.find({ _id : "kchodorow" })
{
_id: "kchodorow",
name: "Kristina Chodorow",
hometown: "Cincinnati",
books: [ {id: "123", title : "MongoDB: The Definitive Guide" } ]
}
> db.books.find({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
authors = [
{ id: "kchodorow", name: "Kristina Chodorow" },
{ id: "mdirolf", name: "Mike Dirolf" }
]
}
Linking vs. Embedding
•  Embedding
–  Great for read performance
–  Denormalization anomalies need to be managed
–  Writes can be slow
•  Linking
–  Flexible
–  Denormalization anomalies do not arise
–  Work is done during reads
Question:

What are all the books
about databases?
Categories as Documents
> db.books.find({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
category: "MongoDB"
}
> db.categories.find({ parent: "Databases" })
{
_id: "MongoDB",
parent: "Databases"
}
Categories as an Array
> db.books.find({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
categories: ["Programming", "Databases", "MongoDB"]
}
> db.books.find({ categories: "Databases" })
Categories as a Path
> db.books.find({ _id : "123" })
{
_id: "123",
title: "MongoDB: The Definitive Guide",
category: "Programming/Databases/MongoDB"
}
> db.books.find({ category: /^Programming/Databases/ })
Conclusion
•  Schema design is different in MongoDB
•  Basic data design principals stay the same
•  Focus on how an application accesses/manipulates

data
•  Evolve the schema to meet requirements as they

change
Special thanks to our hosts:
START Houston
#MongoDBDays

Schema Design
Robert Stam
Software Engineer, 10gen
robert@mongodb.com

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Schema Design

  • 1. #MongoDBDays Schema Design Robert Stam Software Engineer, MongoDB robert@mongodb.com
  • 2. All application development is Schema Design
  • 3. Success comes from a Proper Data Structure
  • 4. Terminology RDBMS MongoDB Database ➜ Database Table ➜ Collection Row ➜ Document Index ➜ Index Join ➜ Embedding & Linking
  • 6. What is a Document?   {          _id:  "123",          title:  "MongoDB:  The  Definitive  Guide",          authors:  [                {  _id:  "kchodorow",  name:  "Kristina  Chodorow"  },                {  _id:  "mdirold",  name:  "Mike  Dirolf"  }          ],          published_date:  ISODate("2010-­‐09-­‐24"),          pages:  216,          language:  "English",          publisher:  {                  name:  "O’Reilly  Media",                  founded:  "1980",                  location:  "CA"          }   }  
  • 9. Traditional Schema Design What answers do I have?
  • 10. Document Schema Design What questions do I have?
  • 11. Schema Design By Example
  • 12. Library Management Application •  Patrons/Users •  Books •  Authors •  Publishers
  • 13. Question: What is a Patron’s Address?
  • 14. A Patron and their Address >  db.patrons.find({  _id  :  "joe"  })   {          _id:  "joe",          name:  "Joe  Bookreader"   }     >  db.addresses.find({  _id  :  "joe"  })   {          _id:  "joe",          street:  "123  Fake  St.",          city:  "Faketon",          state:  "MA",          zip:  12345   }    
  • 15. A Patron and their Address >  db.patrons.find({  _id  :  "joe"  })   {          _id:  "joe",          name:  "Joe  Bookreader",          address:  {                  street:  "123  Fake  St.",                  city:  "Faketon",                  state:  "MA",                  zip:  12345          }   }    
  • 16. One-to-One Relationships •  "Belongs to" relationships are often embedded. •  Holistic representation of entities with their embedded attributes and relationships. •  Optimized for read performance
  • 17. Question: What are a Patron’s Addresses?
  • 18. A Patron and their Addresses > db.patrons.find({ _id : "bob" }) { _id: "bob", name: "Bob Knowitall", addresses: [ {street: "1 Vernon St.", city: "Newton", …}, {street: "52 Main St.", city: "Boston", …} ] }
  • 19. A Patron and their Addresses > db.patrons.find({ _id : "bob" }) { _id: "bob", name: "Bob Knowitall", addresses: [ {street: "1 Vernon St.", city: "Newton", …}, {street: "52 Main St.", city: "Boston", …}, ] } > db.patrons.find({ _id : "joe" }) { _id: "joe", name: "Joe Bookreader", address: { street: "123 Fake St. ", city: "Faketon", …} }
  • 20. Migration Possibilities •  Migrate all documents when the schema changes. •  Migrate On-Demand –  As we pull up a patron’s document, we make the change. –  Any patrons that never come into the library never get updated. •  Leave it alone –  As long as the application knows about both types…
  • 21. Question: Who is the publisher of this book?
  • 22. Book MongoDB: The Definitive Guide, By Kristina Chodorow and Mike Dirolf Published: 9/24/2010 Pages: 216 Language: English Publisher: O’Reilly Media, CA
  • 23. Book with embedded Publisher > db.books.find({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", authors: [ "Kristina Chodorow", "Mike Dirolf" ], published_date: ISODate("2010-09-24"), pages: 216, language: "English", publisher: { name: "O’Reilly Media", founded: "1980", location: "CA" } }
  • 24. Book with embedded Publisher •  Optimized for read performance of Books •  Other queries become difficult
  • 25. Question: Who are all the publishers in the system?
  • 26. All Publishers > db.publishers.find() { _id: "oreilly", name: "O’Reilly Media", founded: "1980", location: "CA" } { _id: "penguin", name: "Penguin", founded: "1983", location: "CA" }
  • 27. Book with linked Publisher > var book = db.books.findOne({ _id: "123" }) { _id: "123", publisher_id: "oreilly", title: "MongoDB: The Definitive Guide", authors: [ "Kristina Chodorow", "Mike Dirolf" ], published_date: ISODate("2010-09-24"), pages: 216, language: "English" } > db.publishers.find({ _id : book.publisher_id }) { _id: "oreilly", name: "O’Reilly Media", founded: "1980", location: "CA" }
  • 28. Question: What are all the books a publisher has published?
  • 29. Publisher with linked Books > var publisher = db.publishers.findOne({ _id : "oreilly" }) { _id: "oreilly", name: "O’Reilly Media", founded: "1980", location: "CA", books: ["123",…] } > db.books.find({ books : { $in : publisher.books } })
  • 30. Question: Who are the authors of a given book?
  • 31. Books with linked Authors > var book = db.books.findOne({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", published_date: ISODate("2010-09-24"), pages: 216, language: "English", authors: ["kchodorow", "mdirolf"] } > db.authors.find({ _id : { $in : book.authors } }) { _id: "kchodorow", name: "Kristina Chodorow", hometown: … } { _id: "mdirolf", name: "Mike Dirolf", hometown: … }
  • 32. Books with linked Authors > db.books.find({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", published_date: ISODate("2010-09-24"), pages: 216, language: "English", authors = [ { id: "kchodorow", name: "Kristina Chodorow" }, { id: "mdirolf", name: "Mike Dirolf" } ] }
  • 33. Question: What are all the books an author has written?
  • 34. Authors with linked Books > db.authors.find({ _id : "kchodorow" }) { _id: "kchodorow", name: "Kristina Chodorow", hometown: "Cincinnati", books: [ {id: "123", title : "MongoDB: The Definitive Guide" } ] }
  • 35. Links on both Authors and Books > db.authors.find({ _id : "kchodorow" }) { _id: "kchodorow", name: "Kristina Chodorow", hometown: "Cincinnati", books: [ {id: "123", title : "MongoDB: The Definitive Guide" } ] } > db.books.find({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", authors = [ { id: "kchodorow", name: "Kristina Chodorow" }, { id: "mdirolf", name: "Mike Dirolf" } ] }
  • 36. Linking vs. Embedding •  Embedding –  Great for read performance –  Denormalization anomalies need to be managed –  Writes can be slow •  Linking –  Flexible –  Denormalization anomalies do not arise –  Work is done during reads
  • 37. Question: What are all the books about databases?
  • 38. Categories as Documents > db.books.find({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", category: "MongoDB" } > db.categories.find({ parent: "Databases" }) { _id: "MongoDB", parent: "Databases" }
  • 39. Categories as an Array > db.books.find({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", categories: ["Programming", "Databases", "MongoDB"] } > db.books.find({ categories: "Databases" })
  • 40. Categories as a Path > db.books.find({ _id : "123" }) { _id: "123", title: "MongoDB: The Definitive Guide", category: "Programming/Databases/MongoDB" } > db.books.find({ category: /^Programming/Databases/ })
  • 41. Conclusion •  Schema design is different in MongoDB •  Basic data design principals stay the same •  Focus on how an application accesses/manipulates data •  Evolve the schema to meet requirements as they change
  • 42. Special thanks to our hosts: START Houston
  • 43. #MongoDBDays Schema Design Robert Stam Software Engineer, 10gen robert@mongodb.com