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Building a Distributed
Data Ingestion System
with RabbitMQ
Alvaro Videla - RabbitMQ
Alvaro Videla
•
•
•
•
•

Developer Advocate at Pivotal / RabbitMQ!
Co-Author of RabbitMQ in Action!
Creator of the RabbitMQ Simulator!
Blogs about RabbitMQ Internals: http://videlalvaro.github.io/internals.html!
@old_sound — alvaro@rabbitmq.com — github.com/videlalvaro

About Me
Co-authored!
!

RabbitMQ in Action!
http://bit.ly/rabbitmq
About this Talk

•

Exploratory Talk

•

A ‘what could be done’ talk instead of ‘this is how you do it’
Agenda
•

Intro to RabbitMQ

•

The Problem

•

Solution Proposal

•

Improvements
What is RabbitMQ
RabbitMQ
RabbitMQ
RabbitMQ
• Multi Protocol Messaging Server
RabbitMQ
• Multi Protocol Messaging Server!
• Open Source (MPL)
RabbitMQ
• Multi Protocol Messaging Server!
• Open Source (MPL)!
• Polyglot
RabbitMQ
• Multi Protocol Messaging Server!
• Open Source (MPL)!
• Polyglot!
• Written in Erlang/OTP
Multi Protocol

http://bit.ly/rmq-protocols
Polyglot
Polyglot
Polyglot
• Java
Polyglot
• Java!
• node.js
Polyglot
• Java!
• node.js!
• Erlang
Polyglot
• Java!
• node.js!
• Erlang!
• PHP
Polyglot
• Java!
• node.js!
• Erlang!
• PHP!
• Ruby
Polyglot
• Java!
• node.js!
• Erlang!
• PHP!
• Ruby!
• .Net
Polyglot
• Java!
• node.js!
• Erlang!
• PHP!
• Ruby!
• .Net!
• Haskell
Polyglot

Even COBOL!!!11
Some users of RabbitMQ
Some users of RabbitMQ
•

Instagram
Some users of RabbitMQ
•
•

Instagram!
Indeed.com
Some users of RabbitMQ
•
•
•

Instagram!
Indeed.com!
Telefonica
Some users of RabbitMQ
•
•
•
•

Instagram!
Indeed.com!
Telefonica!
Mercado Libre
Some users of RabbitMQ
•
•
•
•
•

Instagram!
Indeed.com!
Telefonica!
Mercado Libre!
NHS
Some users of RabbitMQ
•
•
•
•
•
•

Instagram!
Indeed.com!
Telefonica!
Mercado Libre!
NHS!
Mozilla
http://www.rabbitmq.com/download.html

Unix - Mac - Windows
Messaging with RabbitMQ
A demo with the RabbitMQ Simulator

https://github.com/RabbitMQSimulator/RabbitMQSimulator
http://tryrabbitmq.com
RabbitMQ Simulator
The Problem
Distributed Application
App

App

App

App
Distributed Application
App

App

App

App
Ad-hoc solution
A process that replicates data
to the remote server
Possible issues
•

Remote server is offline
•
•

•

Prevent unbounded local buffers
Prevent message loss

Prevent unnecessary message replication
•

No need for those messages on remote server

•

Messages that became stale
Can we do better?
RabbitMQ Federation
RabbitMQ Federation
•

Supports replication across different administrative domains

•

Supports mix of Erlang and RabbitMQ versions

•

Supports Network Partitions

•

Specificity - not everything has to be federated
RabbitMQ Federation
RabbitMQ Federation
RabbitMQ Federation
RabbitMQ Federation
•

It’s a RabbitMQ Plugin
RabbitMQ Federation
•

It’s a RabbitMQ Plugin

•

Internally uses Queues and Exchanges Decorators
RabbitMQ Federation
•

It’s a RabbitMQ Plugin

•

Internally uses Queues and Exchanges Decorators

•

Managed using Parameters and Policies
Enabling the Plugin
rabbitmq-plugins enable rabbitmq_federation
Enabling the Plugin
rabbitmq-plugins enable rabbitmq_federation
rabbitmq-plugins enable rabbitmq_federation_management
Federating an Exchange
rabbitmqctl set_parameter federation-upstream my-upstream 
‘{“uri":"amqp://server-name","expires":3600000}'
Federating an Exchange
rabbitmqctl set_parameter federation-upstream my-upstream 
‘{“uri":"amqp://server-name","expires":3600000}'
!

rabbitmqctl set_policy --apply-to exchanges federate-me "^amq." 
'{"federation-upstream-set":"all"}'
Federating an Exchange
Configuring Federation
Config Options
rabbitmqctl set_parameter federation-upstream 
name ‘json-object’
Config Options
rabbitmqctl set_parameter federation-upstream 
name ‘json-object’
!

json-object: {
‘uri’: ‘amqp://server-name/’,
‘prefetch-count’: 1000,
‘reconnect-delay’: 1,
‘ack-mode’: on-confirm
}
http://www.rabbitmq.com/federation-reference.html
Prevent unbound buffers
expires: N // ms.
message-ttl: N // ms.
Prevent message forwarding

max-hops: N
Speed vs No Message Loss
ack-mode: on-confirm
ack-mode: on-publish
ack-mode: no-ack
AMQP URI:

amqp://user:pass@host:10000/vhost

http://www.rabbitmq.com/uri-spec.html
Config can be applied via
•

CLI using rabbitmqctl

•

HTTP API

•

RabbitMQ Management Interface
RabbitMQ Federation
Scaling the Setup
The Problem
The Problem
•

Queues contents live in the node where the Queue was declared
The Problem
•

Queues contents live in the node where the Queue was declared

•

A cluster can access the queue from every connected node
The Problem
•

Queues contents live in the node where the Queue was declared

•

A cluster can access the queue from every connected node

•

Queues are an Erlang process (tied to one core)
The Problem
•

Queues contents live in the node where the Queue was declared

•

A cluster can access the queue from every connected node

•

Queues are an Erlang process (tied to one core)

•

Adding more nodes doesn’t really help
Sharded Queues
Pieces of the Puzzle
•

consistent hash exchange

•

good ol’ queues
Sharded Queues
Sharded Queues
Sharded Queues
Sharded Queues
•

Declare Queues with name: nodename.queuename.index
Sharded Queues
•

Declare Queues with name: nodename.queuename.index

•

Bind the queues to a consistent hash exchange
Sharded Queues
•

Declare Queues with name: nodename.queuename.index

•

Bind the queues to a consistent hash exchange

•

Get the consumer to randomly build the queue name
We need more scale!
Federated Queues
Federated Queues

•

Load-balance messages across federated queues

•

Only moves messages when needed
Federating a Queue
rabbitmqctl set_parameter federation-upstream my-upstream 
‘{“uri":"amqp://server-name","expires":3600000}'
Federating a Queue
rabbitmqctl set_parameter federation-upstream my-upstream 
‘{“uri":"amqp://server-name","expires":3600000}'
!

rabbitmqctl set_policy --apply-to queues federate-me "^images." 
'{"federation-upstream-set":"all"}'
With RabbitMQ we can
With RabbitMQ we can
•

Ingest data using various protocols: AMQP, MQTT and STOMP
With RabbitMQ we can
•

Ingest data using various protocols: AMQP, MQTT and STOMP

•

Distribute that data globally using Federation
With RabbitMQ we can
•

Ingest data using various protocols: AMQP, MQTT and STOMP

•

Distribute that data globally using Federation

•

Scale up using Sharding
With RabbitMQ we can
•

Ingest data using various protocols: AMQP, MQTT and STOMP

•

Distribute that data globally using Federation

•

Scale up using Sharding

•

Load balance consumers with Federated Queues
Credits

world map: wikipedia.org
federation diagrams: rabbitmq.com
Questions?
Thanks
Alvaro Videla - @old_sound

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