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K Young - CEO, Mortar
MongoDB + Hadoop
sittin’ in a tree
OF THIS SESSION
Overview
Super-fast intro to Hadoop, Pig
Why MongoDB + Pig?
Demo: Move data MongoDB <=> Pig
Demo: processing data with Pig
SUPER-FAST INTRO
Hadoop
From Google research
Built for massive parallelization
Batch (for now)
Widely applicable
SUPER-FAST INTRO
Hadoop
Social Graph
Predict
Detect
Genetics
SUPER-FAST INTRO
Hadoop
ON HADOOP
Pig
Less code
Expressive code
Compiles to MR
Insulates from API
Popular
(LinkedIn, Twitter,
Salesforce, Yahoo,
Stanford University...)
BRIEF, EXPRESSIVE
LIKE PROCEDURAL SQL
Pig
(thanks: twitter hadoop world presentation)
FOR SERIOUS
The Same Script, In MapReduce
Alternatives to Hadoop
Write MapReduce in Javascript
• Javascript is not fast
• Has limited data types
• Hard to use complex analytic libs
Adds load to data store
MONGODB NATIVE MAPREDUCE
Alternatives to Hadoop
MONGODB AGGREGATION FRAMEWORK
Great when
• Doing SQL-style aggregation
• Do not require external data libs
• Extra load is ok
MOTIVATIONS
MongoDB + Pig
Data storage and data processing are often
separate concerns
Hadoop is built for scalable processing of large
datasets
SIMILAR PHILOSOPHY
MongoDB, Pig
Poly-structured data
• MongoDB: stores data, regardless of structure
• Pig: reads data, regardless of structure (got its
name because Pigs are omnivorous)
Mortar
FAST INTRO
Open-source code-based dev framework for data,
built on Hadoop and Pig
Inspired by Rails
Self-contained, organized, executable projects
> gem install mortar
> git clone https://github.com/
mortardata/mongo-pig-examples.git
LOAD
MONGO => PIG
Mongo-Hadoop connector
LOAD 'mongodb://
<username>:<password>@<host>:<port>/
<database>.<collection>'
USING com.mongodb.hadoop.pig.MongoLoader();
STORE
PIG => MONGO
STORE result
INTO 'mongodb://
<username>:<password>@<host>:<port>/
<database>.<collection>'
USING com.mongodb.hadoop.pig.MongoStorage(
'update [key1, key2, key3]',
'{key1: 1, key2: 1, key3: 1},
{unique:false, dropDups: false}'
);
What’s my schema?
GENERATE IT
Pig is schema-optional.
No schema: document#'user'#'name'
With schema: user.name
What’s in the collection?
CHARACTERIZE IT
Hadoop-based utility describes your collection
• Field name
• Unique value count
• Example value
• Data type
• Example value count
Appendix
LINKS
Reference:
http://help.mortardata.com/reference/
loading_and_storing_data/MongoDB
Mongo-Hadoop connector
https://github.com/mortardata/mongo-hadoop
@kky
@mortardata
help.mortardata.com
Lunch 1:20 – 2:05
Next Sessions at 2:05
5th Floor:
West Side Ballroom 3&4: How to Keep Your Data Safe in MongoDB
West Side Ballroom 1&2: Geospatial Enhancements in MongoDB 2.4
Juilliard Complex: Business Track: Business Track: How MongoDB Helps
Telefonica Digital Accelerate Time to Market
Lyceum Complex: Ask the Experts: MongoDB Monitoring and Backup
Service Session
7th Floor:
Empire Complex: Real-Time Integration Between MongoDB and SQL
Databases
SoHo Complex: High Performance,Scalable MongoDB in a Bare Metal
Cloud

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