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Spotlight: MEAN Stack
Building your first MEAN app
Solution Architect, MongoDB, Inc.
dbaev@mongodb.com
Dmitry Baev
Agenda
• Designing your schema in MongoDB
• How to be MEAN
• Visualizing your MongoDB data in a MEANingful
way!
• Scalability &Availability
• DeploymentArchitectures & Operations
The Document Model
Terminology
MongoDB RDBMS
Collection Table
Document Row
Index Index
Embedded Document Join
Reference Foreign Key
Focus on data storage
Focus on data use
What answers do I have?
What questions do I have?
7
Document Data Model
Relational MongoDB
{
first_name: „Paul‟,
surname: „Miller‟,
city: „London‟,
location: [45.123,47.232],
cars: [
{ model: „Bentley‟,
year: 1973,
value: 100000, … },
{ model: „Rolls Royce‟,
year: 1965,
value: 330000, … }
}
}
8
Documents are Rich Data Structures
{
first_name: „Paul‟,
surname: „Miller‟,
cell: „+447557505611‟
city: „London‟,
location: [45.123,47.232],
Profession: [banking, finance, trader],
cars: [
{ model: „Bentley‟,
year: 1973,
value: 100000, … },
{ model: „Rolls Royce‟,
year: 1965,
value: 330000, … }
}
}
Fields can contain an array of
sub-documents
Fields
Typed field values
Fields can
contain arrays
9
Document Model Benefits
• Agility and flexibility
– Data model supports business change
– Rapidly iterate to meet new requirements
• Intuitive, natural data representation
– Eliminates ORM layer
– Developers are more productive
• Reduces the need for joins, disk seeks
– Programming is more simple
– Performance delivered at scale
10
Better Data
Locality
Performance
In-Memory
Caching
In-Place
Updates
11
MongoDB is Fully Featured
12
Do More With Your Data
MongoDB
Rich Queries
• Find Paul’s cars
• Find everybody in London with a car
built between 1970 and 1980
Geospatial
• Find all of the car owners within 5km of
Trafalgar Sq.
Text Search
• Find all the cars described as having
leather seats
Aggregation
• Calculate the average value of Paul’s
car collection
Map Reduce
• What is the ownership pattern of colors
by geography over time? (is purple
trending up in China?)
{
first_name: „Paul‟,
surname: „Miller‟,
city: „London‟,
location: [45.123,47.232],
cars: [
{ model: „Bentley‟,
year: 1973,
value: 100000, … },
{ model: „Rolls Royce‟,
year: 1965,
value: 330000, … }
}
}
13
Drivers & Ecosystem
Drivers
Support for the most popular
languages and frameworks
Frameworks
Morphia
MEAN Stack
Java
Python
Perl
Ruby
Let’s get MEAN
MEAN Stack
Database
Server
Client
Angularjs-nvd3
-----------------------------------------------------------------------------------------------
-----------------------------------------------------------------------------------------------
How to be MEAN!
ServerClient
------------------------------------------------------
View
Controller
Service Route
Controller
Model
REST API
call
Node.js MongoDB Driver
• Install using npm
• Basic CRUD
• Mongos
• Aggregation
• Replica Set
• Sharding
• Read preferences
Mongoose
• Provides “elegant MongoDB object modeling for Node.js”
using Schemas and Models
• Each schema maps to a MongoDB collection
• Models can be instantiated based on a schema
• Instances of models represent documents in MongoDB
• Support for CRUD, aggregation, validation, pseudo-joins, rich
query builder + lots more!
• Install using npm
Mongoose (getting started)
• Require Node module
• Connect to MongoDB
• Define your schema in JSON
• Create the model object
Mongoose (example)
• Create/ Update
– #model.save()
• Read
– #model.findOne()
– #model.find()
• Update
– #model.update()
• Delete
– #model.remove()
• Aggregate
– #model.aggregate()
Visualizing data
• D3.js – JavaScript library for manipulating
documents based on data – bring your data to life
• NVD3.js – reusable charts for d3.js
• Angularjs-nvd3-directives – Angular‟s way of
extending HTML to create new elements and
functionality
D3.js
NVD3.js
Visualizing data
Angularjs
-nvd3-
directives
Real-time streaming charts
• Socket.IO (Node.js module)
– “aims to make realtime apps possible in every browser and mobile device”
• MongoDB Tailable Cursors
– requires a capped collection
• NVD3.js Event Listeners
– charts can be refreshed continuouslyas data is inserted/update in
MongoDB collection
Demo:
Visualizing your MongoDB data in a
MEANingful way!
City of Toronto – Open Data
• Data source: REST ServiceAPI
– To retrieve a list of service requestbetween Feb 1, 2012 to Feb 7, 2012
https://secure.toronto.ca/webwizard/ws/requests.json?start_date=2012-02-
01T00:00:00Z&end_date=2012-02-07T00:00:00Z&jurisdiction_id=toronto.ca
• Output format: JSON
• Refresh rate: continuously - real time refresh
Getting started with MEAN
• MEAN.io – ready to use MEAN stack boilerplate
• Yeoman – scaffolding tool for building modern web apps
– CommunityMEAN stack generators:
• https://github.com/wlepinski/generator-meanstack
• https://github.com/jrcryer/generator-mean
• https://github.com/chrisenytc/generator-meanis
Scalability & Availability
28
Scalability
Auto-Sharding
• Increase capacity as you go
• Commodity and cloud architectures
• Improved operational simplicity and cost visibility
29
High Availability
• Automated replication and failover
• Multi-data center support
• Improved operational simplicity (e.g., HW swaps)
• Data durability and consistency
30
MongoDB Architecture
Deployment Architectures &
Operations
32
Single Data Center
• Automated failover
• Tolerates server failures
• Tolerates rack failures
• Number of replicas
defines failure tolerance
Primary – A Primary – B Primary – C
Secondary – A Secondary – ASecondary – B
Secondary – BSecondary – CSecondary – C
33
Active/Active Data Center
• Tolerates server, rack, data center failures, network
partitions
Data Center - West
Primary – A Primary – B Primary – C
Secondary – A Secondary – BSecondary – C
Data Center - East
Secondary – A Secondary – B Secondary – C
Secondary – B Secondary – C Secondary – A
Data Center - Central
Arbiter – A Arbiter – B Arbiter – C
34
Read Global/Write Local
Primary:NYC
Secondary:NYC
Primary:LON
Primary:SYD
Secondary:LON
Secondary:NYC
Secondary:SYD
Secondary:LON
Secondary:SYD
References
• MEAN.io - http://www.mean.io
• MongoDB - http://mongodb.com
• Express - http://expressjs.com
• Angular - http://angularjs.org
• Node - http://nodejs.org
• Socket.IO- http://http://socket.io
• Angularjs-nvd3-directives - http://cmaurer.github.io/angularjs-nvd3-
directives
mongodb.org/downloads
Online Training at MongoDB University
For More Information
Resource Location
MongoDB Downloads mongodb.org/downloads
Free Online Training education.mongodb.com
Webinars and Events mongodb.com/events
White Papers mongodb.com/white-papers
Case Studies mongodb.com/customers
Presentations mongodb.com/presentations
Documentation docs.mongodb.org
Additional Info info@mongodb.com
Resource Location
Thank You
Solution Architect, MongoDB, Inc.
dbaev@mongodb.com
Dmitry Baev

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Building your first MEAN application

Editor's Notes

  1. Here we have greatly reduced the relational data model for this application to two tables. In reality no database has two tables. It is much more common to have hundreds or thousands of tables. And as a developer where do you begin when you have a complex data model?? If you’re building an app you’re really thinking about just a hand full of common things, like products, and these can be represented in a document much more easily that a complex relational model where the data is broken up in a way that doesn’t really reflect the way you think about the data or write an application.
  2. Rich queries, text search, geospatial, aggregation, mapreduce are types of things you can build based on the richness of the query model.