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Highly scalable
architectures
How Twitter deals with its scalability problems
Benjamin Hiltpolt Master Seminar 3
● Scalability
● Twitter
○ Introduction
○ Problems
○ Solutions
● Summary
Overview
... is the ability of a system, network, or
process, to handle a growing amount of
work in a capable manner or its ability to
be enlarged to accommodate that growth.
Scalability
1. André B. Bondi, 'Characteristics of scalability and their impact on performance', Proceedings of the 2nd international workshop on
Software and performance, Ottawa, Ontario, Canada, 2000, ISBN 1-58113-195-X, pages 195–203
● Horizontally
● Vertically
Scalability
● load scalability
● functional scalability
● administrative scalability
● geographic scalability
Scalability challenges
● microblogging
● tweets: 140 chars
● 500M registered users
● 1.6 Billion searches per day
● 90M TPD
Twitter
downtime 2007: 5d 23h
~2% downtime
FIFA World Cup 2010: Service Rejections
~10-20%
Scalability problems
June 2009 Twitpocalypse
September 2009 Twitpocalypse
solution: Snowflake
Scalability problems
presidential elections
● 31 M tweets
● 327452 TPM
● 455000 retweets of this photo
how do they manage this?
Twitter now
starting October 2010
● do a lot of monitoring
● use open source
● decoupling -> soft launches
● review system
Redesign
Puppet
Review Board
Murder (bittorrent)
Darkmode
Management
open API
● single point to optimize
● use the crowd to extend twitter
● 90% of all calls
API
● cache (DB only Backup)
● memcache
● denormalize
● avoid joins
● sharding
○ (Flock DB --> MySQL)
Database
biggest rails application
unicorn (no downtime during deploy)
rails scales
ruby doesn't ?
Ruby on Rails
faster (20%)
JVM: Garbage collection
scalable
static types
Scala on Rails
first Starling (Ruby)
● mid-2008 queue crashed
now Kestrel (Scala, Memcache)
Queue
big problem
● e.g. bot harvesting friends
solutions:
● realistic limits
● delete such accounts
Abuse
Unexpected problems:
● Twitpocalypse
● UNIX: Cron, Syslog fail
● most (first) solutions will fail
Lessions
● DRY, KISS
● testing (deploy only if tests pass)
● monitoring (collect everything)
● caching
● avoid synchronous calls
Lessions:
Thank you!
Questions?
http://engineering.twitter.com/2010/09/tech-behind-new-twittercom.html
http://www.theregister.co.uk/2012/11/08/twitter_epic_traffic_saved_by_java/
http://engineering.twitter.com/2012/11/bolstering-our-infrastructure.html
http://blog.twitter.com/2010/09/better-twitter.html
http://highscalability.com/blog/2009/6/27/scaling-twitter-making-twitter-10000-percent-faster.html
http://www.youtube.com/watch?v=gxUWfQmN8-4&feature=gv
http://www.youtube.com/watch?v=z8LU0Cj6BOU
http://blog.redfin.com/devblog/2010/05/how_and_why_twitter_uses_scala.html
http://www.artima.com/scalazine/articles/twitter_on_scala.html
http://www.technologyreview.com/view/412834/the-secret-behind-twitters-growth/?nlid=1908
http://www.unlimitednovelty.com/2009/04/twitter-blaming-ruby-for-their-mistakes.html
http://www.infoq.com/news/2009/06/Twitter-Architecture Twitter architecture overview
http://highscalability.com/blog/2009/4/5/at-some-point-the-cost-of-servers-outweighs-the-cost-of-prog.html
http://blog.obiefernandez.com/content/2009/04/my-reasoned-response-about-scala-at-twitter.html
refs

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