SlideShare a Scribd company logo
Rails on HBase




Zachary Pinter and Tony Hillerson
RailsConf 2011
What we will cover
What is it?
What are the
tradeoffs that HBase
      makes?
Why HBase is
probably the wrong
choice for your app
Why HBase might be
the right choice for
      your app
+


How to use HBase
   with Rails
What we won’t cover
This is not a deep
        dive
This is not a guide to
    setting up a
 production HBase
        cluster
*See http://cloudera.com
So...
What is HBase?
HBase is based on
    Bigtable
HBase Grew out of
    Hadoop
Core Concepts
Distributed Column
Oriented Database
Tables


                               column



          key                    core:link

row
         llb0ga              http://google.com



                  http://en.oreilly.com/rails2011/public/
         llb260
                           schedule/detail/17886
Column Families


           core column family            stats column family



   key                   core:link                  stats:hits



  llb0ga             http://google.com                100504



             http://en.oreilly.com/rails2011/
  llb260                                                 2
               public/schedule/detail/17886
Column Families
   Must be defined at creation or added to schema
   later
 Should group data accessed and sized similarly
Columns
   Can be dynamically added given that the family
   exists
 Stored as a byte array - do what you need with it
Column Families:
 Data Locality
Regions




                       master
                   llb0ga   lld92q
                      ...      ...
                   llbee9   lq1rro




    Regionserver                     Regionserver
Main Operations
Get
Put
Incr
Delete
Scan
JRuby based shell
hbase shell

ruby-1.9.2-p180 :002 > status

1 servers, 0 dead, 1.0000 average load

ruby-1.9.2-p180 :003 > (1..10).each{ status }

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

1 servers, 0 dead, 3.0000 average load

 => 1..10

ruby-1.9.2-p180 :004 >
API
REST
Thrift
Apache Avro
Java API
What are the tradeoffs that
HBase makes?
NoSQL = Tradeoffs
Highly Distributed
                       Pros                                   Cons

• Built-in sharding                        • Makes joins difficult/impossible
• No single server holds all the data      • Limited real-time queries/sorting
• Different servers operate on different
  slices of the data
Sorted Row Keys
Bytearray keys
Any kind of data you want
Sorted in byte order
All row access through the key
Sorted Row Keys
                 Pros                                 Cons

• Real-time random lookups by key   • Conflates unique identifier with default
• Real-time range queries            sort
                                    • Keys are an integral part of schema
                                     design, requiring extra consideration
Map / Reduce
                   Pros                                       Cons

• Scales linearly: more servers = faster   • Scans every row per query *
  response times                           • Not real-time (batch operation)
• Operates on huge datasets (billions of
  rows)
• Works well with dynamic/non-uniform
  schemas
HBase vs. X
http://nosql-database.org
http://www.sevenweeks.org/
Seven Databases in Seven Weeks
Eric Redmond
Don’t Miss His Talk!!
Why HBase is
probably the wrong
choice for your app
HBase Limitations
HBase Limitations
Limited real-time queries (key lookup, range lookup)
Limited sorting (one default sort per table)
Limited transactions
Manual indexing
Joins/Normalization
Storage of large binary data *
HBase Requirements
• At least 5 Servers (Zookeeper, Region Server, Name Nodes, Data Nodes, etc)
• Memory Intensive (2-4gb bar minimum per server, depending on server role)
• CPU Intensive
• Rough EC2 Cost:
 5 c1.xlarge reserved for 1 year
 = over $850/month
 (not counting bandwidth!)
Why HBase might be
the right choice for
      your app
Large data sets
Ability to aggregate and analyze billions of rows
Starts to shine when relational databases break
down
Is your db already sharded?
Are you using SQL queries that take hours to run?
Hadoop Integration
HDFS for storing files
Native Map/Reduce
Supports data locality
Doesn’t require data to be transferred
Flexible schema
Supports non-heterogeneous data through column
families with mixed key/value pairs
Ability to refactor the data store via map/reduce
(beats a multi-day ALTER TABLE command)
Rails on HBase
hbase-stargate
https://github.com/greglu/hbase-stargate
Uses Stargate, HBase REST server
Rhino
https://github.com/sqs/rhino/
Thrift API
Seems to be abandoned?
Massive Record
https://github.com/CompanyBook/massive_record
It works!
Uses Thrift API
Kwisatz: An URL
  Shortener
Demo:
JRuby Scripts
Demo:
Rails Front-End
Source
Demo source code
github.com/effectiveui/jruby-hbase-demo
github.com/effectiveui/rails-hbase-massive-record
Getting Set Up
(Mac) brew install hbase
Cloudera VM
http://bit.ly/dSfPa9
Recap
Where Would I Use
    HBase?
Where is HBase’s
  Sweet Spot
Where Would I Use
Rails With HBase?
Questions?
Thank You!
Zachary: @zpinter
Tony: @thillerson
EffectiveUI.com

More Related Content

What's hot

HBase in Practice
HBase in Practice HBase in Practice
HBase in Practice
DataWorks Summit/Hadoop Summit
 
Cloudera Impala: A Modern SQL Engine for Hadoop
Cloudera Impala: A Modern SQL Engine for HadoopCloudera Impala: A Modern SQL Engine for Hadoop
Cloudera Impala: A Modern SQL Engine for Hadoop
Cloudera, Inc.
 
Cloudera impala
Cloudera impalaCloudera impala
Cloudera impala
Swiss Big Data User Group
 
Introduction to Impala
Introduction to ImpalaIntroduction to Impala
Introduction to Impala
markgrover
 
HBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWS
HBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWSHBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWS
HBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWS
HBaseCon
 
HBaseConEast2016: Splice machine open source rdbms
HBaseConEast2016: Splice machine open source rdbmsHBaseConEast2016: Splice machine open source rdbms
HBaseConEast2016: Splice machine open source rdbms
Michael Stack
 
Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...
Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...
Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...
rhatr
 
Apache phoenix
Apache phoenixApache phoenix
Apache phoenix
University of Moratuwa
 
HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...
HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...
HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...
Michael Stack
 
12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools
Xplenty
 
An Introduction to Impala – Low Latency Queries for Apache Hadoop
An Introduction to Impala – Low Latency Queries for Apache HadoopAn Introduction to Impala – Low Latency Queries for Apache Hadoop
An Introduction to Impala – Low Latency Queries for Apache Hadoop
Chicago Hadoop Users Group
 
What Every Developer Should Know About Database Scalability
What Every Developer Should Know About Database ScalabilityWhat Every Developer Should Know About Database Scalability
What Every Developer Should Know About Database Scalability
jbellis
 
Cloudera Impala: A Modern SQL Engine for Apache Hadoop
Cloudera Impala: A Modern SQL Engine for Apache HadoopCloudera Impala: A Modern SQL Engine for Apache Hadoop
Cloudera Impala: A Modern SQL Engine for Apache Hadoop
Cloudera, Inc.
 
#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode
#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode
#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode
PivotalOpenSourceHub
 
HBaseCon 2012 | HBase, the Use Case in eBay Cassini
HBaseCon 2012 | HBase, the Use Case in eBay Cassini HBaseCon 2012 | HBase, the Use Case in eBay Cassini
HBaseCon 2012 | HBase, the Use Case in eBay Cassini
Cloudera, Inc.
 
Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...
Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...
Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...
Chicago Hadoop Users Group
 
Ansible for large scale deployment
Ansible for large scale deploymentAnsible for large scale deployment
Ansible for large scale deployment
Karthik .P.R
 
Scaling MySQL using Fabric
Scaling MySQL using FabricScaling MySQL using Fabric
Scaling MySQL using Fabric
Karthik .P.R
 
Solr cloud the 'search first' nosql database extended deep dive
Solr cloud the 'search first' nosql database   extended deep diveSolr cloud the 'search first' nosql database   extended deep dive
Solr cloud the 'search first' nosql database extended deep dive
lucenerevolution
 
Impala Architecture presentation
Impala Architecture presentationImpala Architecture presentation
Impala Architecture presentation
hadooparchbook
 

What's hot (20)

HBase in Practice
HBase in Practice HBase in Practice
HBase in Practice
 
Cloudera Impala: A Modern SQL Engine for Hadoop
Cloudera Impala: A Modern SQL Engine for HadoopCloudera Impala: A Modern SQL Engine for Hadoop
Cloudera Impala: A Modern SQL Engine for Hadoop
 
Cloudera impala
Cloudera impalaCloudera impala
Cloudera impala
 
Introduction to Impala
Introduction to ImpalaIntroduction to Impala
Introduction to Impala
 
HBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWS
HBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWSHBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWS
HBaseCon 2015: Graph Processing of Stock Market Order Flow in HBase on AWS
 
HBaseConEast2016: Splice machine open source rdbms
HBaseConEast2016: Splice machine open source rdbmsHBaseConEast2016: Splice machine open source rdbms
HBaseConEast2016: Splice machine open source rdbms
 
Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...
Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...
Building Google-in-a-box: using Apache SolrCloud and Bigtop to index your big...
 
Apache phoenix
Apache phoenixApache phoenix
Apache phoenix
 
HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...
HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...
HBaseConEast2016: How yarn timeline service v.2 unlocks 360 degree platform i...
 
12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools12 SQL On-Hadoop Tools
12 SQL On-Hadoop Tools
 
An Introduction to Impala – Low Latency Queries for Apache Hadoop
An Introduction to Impala – Low Latency Queries for Apache HadoopAn Introduction to Impala – Low Latency Queries for Apache Hadoop
An Introduction to Impala – Low Latency Queries for Apache Hadoop
 
What Every Developer Should Know About Database Scalability
What Every Developer Should Know About Database ScalabilityWhat Every Developer Should Know About Database Scalability
What Every Developer Should Know About Database Scalability
 
Cloudera Impala: A Modern SQL Engine for Apache Hadoop
Cloudera Impala: A Modern SQL Engine for Apache HadoopCloudera Impala: A Modern SQL Engine for Apache Hadoop
Cloudera Impala: A Modern SQL Engine for Apache Hadoop
 
#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode
#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode
#GeodeSummit - Integration & Future Direction for Spring Cloud Data Flow & Geode
 
HBaseCon 2012 | HBase, the Use Case in eBay Cassini
HBaseCon 2012 | HBase, the Use Case in eBay Cassini HBaseCon 2012 | HBase, the Use Case in eBay Cassini
HBaseCon 2012 | HBase, the Use Case in eBay Cassini
 
Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...
Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...
Using HBase Co-Processors to Build a Distributed, Transactional RDBMS - Splic...
 
Ansible for large scale deployment
Ansible for large scale deploymentAnsible for large scale deployment
Ansible for large scale deployment
 
Scaling MySQL using Fabric
Scaling MySQL using FabricScaling MySQL using Fabric
Scaling MySQL using Fabric
 
Solr cloud the 'search first' nosql database extended deep dive
Solr cloud the 'search first' nosql database   extended deep diveSolr cloud the 'search first' nosql database   extended deep dive
Solr cloud the 'search first' nosql database extended deep dive
 
Impala Architecture presentation
Impala Architecture presentationImpala Architecture presentation
Impala Architecture presentation
 

Viewers also liked

Richard Dixon, Black Sun, Why they won: Online corporate reporting
Richard Dixon, Black Sun, Why they won: Online corporate reporting Richard Dixon, Black Sun, Why they won: Online corporate reporting
Richard Dixon, Black Sun, Why they won: Online corporate reporting
Communicate Magazine
 
Communicate magazine - Chris North and Anita Knowles
Communicate magazine - Chris North and Anita KnowlesCommunicate magazine - Chris North and Anita Knowles
Communicate magazine - Chris North and Anita Knowles
Communicate Magazine
 
Ppt
PptPpt
Social computing intro
Social computing introSocial computing intro
Social computing intro
Lane Severson
 
Kam præsentation april 2010
Kam præsentation april 2010Kam præsentation april 2010
Kam præsentation april 2010Joehl
 
I No Longer Have Enough Faith To Be An Atheist
I No Longer Have Enough Faith To Be An AtheistI No Longer Have Enough Faith To Be An Atheist
I No Longer Have Enough Faith To Be An Atheist
jyakkudesu
 
Chris Taylor, Future plc, Strategic Thought
Chris Taylor, Future plc, Strategic ThoughtChris Taylor, Future plc, Strategic Thought
Chris Taylor, Future plc, Strategic Thought
Communicate Magazine
 
GST - 24 Things you should know about Draft GST Rules & Forms
GST - 24 Things you should know about Draft GST Rules & FormsGST - 24 Things you should know about Draft GST Rules & Forms
GST - 24 Things you should know about Draft GST Rules & Forms
Taxmann
 
Putting Twitter to work for you
Putting Twitter to work for youPutting Twitter to work for you
Putting Twitter to work for you
Imperva
 
Enterprise social media studiedag hogescholenraad
Enterprise social media  studiedag hogescholenraadEnterprise social media  studiedag hogescholenraad
Enterprise social media studiedag hogescholenraadMarijn Somers
 
Sac prep and soi
Sac prep and soiSac prep and soi
Sac prep and soi
Paul
 
Industrial relations
Industrial relationsIndustrial relations
Industrial relations
arpita7
 
1405 лекция
1405 лекция1405 лекция
1405 лекция
Aleksey Zharkov
 
Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012
Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012
Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012
Bernhard Krabina
 
How i generated a response
How i generated a responseHow i generated a response
How i generated a response
HanaEllis
 
Doculabs E Discovery 051710
Doculabs E Discovery 051710Doculabs E Discovery 051710
Doculabs E Discovery 051710
Lane Severson
 
Computers
ComputersComputers
Computers
arez esmail
 
Albània
AlbàniaAlbània
Ventajas y desventajas de las tics
Ventajas y desventajas de las ticsVentajas y desventajas de las tics
Ventajas y desventajas de las tics
tchdelacruz
 

Viewers also liked (20)

Richard Dixon, Black Sun, Why they won: Online corporate reporting
Richard Dixon, Black Sun, Why they won: Online corporate reporting Richard Dixon, Black Sun, Why they won: Online corporate reporting
Richard Dixon, Black Sun, Why they won: Online corporate reporting
 
Communicate magazine - Chris North and Anita Knowles
Communicate magazine - Chris North and Anita KnowlesCommunicate magazine - Chris North and Anita Knowles
Communicate magazine - Chris North and Anita Knowles
 
Ppt
PptPpt
Ppt
 
Social computing intro
Social computing introSocial computing intro
Social computing intro
 
Kam præsentation april 2010
Kam præsentation april 2010Kam præsentation april 2010
Kam præsentation april 2010
 
I No Longer Have Enough Faith To Be An Atheist
I No Longer Have Enough Faith To Be An AtheistI No Longer Have Enough Faith To Be An Atheist
I No Longer Have Enough Faith To Be An Atheist
 
Chris Taylor, Future plc, Strategic Thought
Chris Taylor, Future plc, Strategic ThoughtChris Taylor, Future plc, Strategic Thought
Chris Taylor, Future plc, Strategic Thought
 
GST - 24 Things you should know about Draft GST Rules & Forms
GST - 24 Things you should know about Draft GST Rules & FormsGST - 24 Things you should know about Draft GST Rules & Forms
GST - 24 Things you should know about Draft GST Rules & Forms
 
Putting Twitter to work for you
Putting Twitter to work for youPutting Twitter to work for you
Putting Twitter to work for you
 
Enterprise social media studiedag hogescholenraad
Enterprise social media  studiedag hogescholenraadEnterprise social media  studiedag hogescholenraad
Enterprise social media studiedag hogescholenraad
 
Mining brochure
Mining brochureMining brochure
Mining brochure
 
Sac prep and soi
Sac prep and soiSac prep and soi
Sac prep and soi
 
Industrial relations
Industrial relationsIndustrial relations
Industrial relations
 
1405 лекция
1405 лекция1405 лекция
1405 лекция
 
Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012
Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012
Open Government Implementation Model - Internal Data Monitoring - CeDEM 2012
 
How i generated a response
How i generated a responseHow i generated a response
How i generated a response
 
Doculabs E Discovery 051710
Doculabs E Discovery 051710Doculabs E Discovery 051710
Doculabs E Discovery 051710
 
Computers
ComputersComputers
Computers
 
Albània
AlbàniaAlbània
Albània
 
Ventajas y desventajas de las tics
Ventajas y desventajas de las ticsVentajas y desventajas de las tics
Ventajas y desventajas de las tics
 

Similar to Rails on HBase

impalapresentation-130130105033-phpapp02 (1)_221220_235919.pdf
impalapresentation-130130105033-phpapp02 (1)_221220_235919.pdfimpalapresentation-130130105033-phpapp02 (1)_221220_235919.pdf
impalapresentation-130130105033-phpapp02 (1)_221220_235919.pdf
ssusere05ec21
 
Large-scale Web Apps @ Pinterest
Large-scale Web Apps @ PinterestLarge-scale Web Apps @ Pinterest
Large-scale Web Apps @ Pinterest
HBaseCon
 
[Hi c2011]building mission critical messaging system(guoqiang jerry)
[Hi c2011]building mission critical messaging system(guoqiang jerry)[Hi c2011]building mission critical messaging system(guoqiang jerry)
[Hi c2011]building mission critical messaging system(guoqiang jerry)
baggioss
 
Impala presentation
Impala presentationImpala presentation
Impala presentation
trihug
 
Facebook keynote-nicolas-qcon
Facebook keynote-nicolas-qconFacebook keynote-nicolas-qcon
Facebook keynote-nicolas-qcon
Yiwei Ma
 
Facebook Messages & HBase
Facebook Messages & HBaseFacebook Messages & HBase
Facebook Messages & HBase
强 王
 
支撑Facebook消息处理的h base存储系统
支撑Facebook消息处理的h base存储系统支撑Facebook消息处理的h base存储系统
支撑Facebook消息处理的h base存储系统
yongboy
 
HBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index Structures
HBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index StructuresHBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index Structures
HBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index Structures
Cloudera, Inc.
 
AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)
AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)
AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)
Amazon Web Services
 
Intro to HBase - Lars George
Intro to HBase - Lars GeorgeIntro to HBase - Lars George
Intro to HBase - Lars George
JAX London
 
Apache HBase™
Apache HBase™Apache HBase™
Apache HBase™
Prashant Gupta
 
HBase and Hadoop at Urban Airship
HBase and Hadoop at Urban AirshipHBase and Hadoop at Urban Airship
HBase and Hadoop at Urban Airship
dave_revell
 
Hive 3 - a new horizon
Hive 3 - a new horizonHive 3 - a new horizon
Hive 3 - a new horizon
Thejas Nair
 
Facebook architecture
Facebook architectureFacebook architecture
Facebook architecture
drewz lin
 
Qcon 090408233824-phpapp01
Qcon 090408233824-phpapp01Qcon 090408233824-phpapp01
Qcon 090408233824-phpapp01
jgregory1234
 
Facebook的架构
Facebook的架构Facebook的架构
Facebook的架构
yiditushe
 
Facebook architecture
Facebook architectureFacebook architecture
Facebook architecture
mysqlops
 
Hw09 Practical HBase Getting The Most From Your H Base Install
Hw09   Practical HBase  Getting The Most From Your H Base InstallHw09   Practical HBase  Getting The Most From Your H Base Install
Hw09 Practical HBase Getting The Most From Your H Base Install
Cloudera, Inc.
 
Cloudera Operational DB (Apache HBase & Apache Phoenix)
Cloudera Operational DB (Apache HBase & Apache Phoenix)Cloudera Operational DB (Apache HBase & Apache Phoenix)
Cloudera Operational DB (Apache HBase & Apache Phoenix)
Timothy Spann
 
Big data processing engines, Atlanta Meetup 4/30
Big data processing engines, Atlanta Meetup 4/30Big data processing engines, Atlanta Meetup 4/30
Big data processing engines, Atlanta Meetup 4/30
Ashish Narasimham
 

Similar to Rails on HBase (20)

impalapresentation-130130105033-phpapp02 (1)_221220_235919.pdf
impalapresentation-130130105033-phpapp02 (1)_221220_235919.pdfimpalapresentation-130130105033-phpapp02 (1)_221220_235919.pdf
impalapresentation-130130105033-phpapp02 (1)_221220_235919.pdf
 
Large-scale Web Apps @ Pinterest
Large-scale Web Apps @ PinterestLarge-scale Web Apps @ Pinterest
Large-scale Web Apps @ Pinterest
 
[Hi c2011]building mission critical messaging system(guoqiang jerry)
[Hi c2011]building mission critical messaging system(guoqiang jerry)[Hi c2011]building mission critical messaging system(guoqiang jerry)
[Hi c2011]building mission critical messaging system(guoqiang jerry)
 
Impala presentation
Impala presentationImpala presentation
Impala presentation
 
Facebook keynote-nicolas-qcon
Facebook keynote-nicolas-qconFacebook keynote-nicolas-qcon
Facebook keynote-nicolas-qcon
 
Facebook Messages & HBase
Facebook Messages & HBaseFacebook Messages & HBase
Facebook Messages & HBase
 
支撑Facebook消息处理的h base存储系统
支撑Facebook消息处理的h base存储系统支撑Facebook消息处理的h base存储系统
支撑Facebook消息处理的h base存储系统
 
HBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index Structures
HBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index StructuresHBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index Structures
HBaseCon 2013: HBase SEP - Reliable Maintenance of Auxiliary Index Structures
 
AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)
AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)
AWS re:Invent 2016: Streaming ETL for RDS and DynamoDB (DAT315)
 
Intro to HBase - Lars George
Intro to HBase - Lars GeorgeIntro to HBase - Lars George
Intro to HBase - Lars George
 
Apache HBase™
Apache HBase™Apache HBase™
Apache HBase™
 
HBase and Hadoop at Urban Airship
HBase and Hadoop at Urban AirshipHBase and Hadoop at Urban Airship
HBase and Hadoop at Urban Airship
 
Hive 3 - a new horizon
Hive 3 - a new horizonHive 3 - a new horizon
Hive 3 - a new horizon
 
Facebook architecture
Facebook architectureFacebook architecture
Facebook architecture
 
Qcon 090408233824-phpapp01
Qcon 090408233824-phpapp01Qcon 090408233824-phpapp01
Qcon 090408233824-phpapp01
 
Facebook的架构
Facebook的架构Facebook的架构
Facebook的架构
 
Facebook architecture
Facebook architectureFacebook architecture
Facebook architecture
 
Hw09 Practical HBase Getting The Most From Your H Base Install
Hw09   Practical HBase  Getting The Most From Your H Base InstallHw09   Practical HBase  Getting The Most From Your H Base Install
Hw09 Practical HBase Getting The Most From Your H Base Install
 
Cloudera Operational DB (Apache HBase & Apache Phoenix)
Cloudera Operational DB (Apache HBase & Apache Phoenix)Cloudera Operational DB (Apache HBase & Apache Phoenix)
Cloudera Operational DB (Apache HBase & Apache Phoenix)
 
Big data processing engines, Atlanta Meetup 4/30
Big data processing engines, Atlanta Meetup 4/30Big data processing engines, Atlanta Meetup 4/30
Big data processing engines, Atlanta Meetup 4/30
 

More from EffectiveUI

Design essentials For Executives
Design essentials For ExecutivesDesign essentials For Executives
Design essentials For Executives
EffectiveUI
 
Designing an App: From Idea to Market
Designing an App: From Idea to MarketDesigning an App: From Idea to Market
Designing an App: From Idea to Market
EffectiveUI
 
Flash and Flex in an HTML5 / App Store World
Flash and Flex in an HTML5 / App Store WorldFlash and Flex in an HTML5 / App Store World
Flash and Flex in an HTML5 / App Store World
EffectiveUI
 
Design Essentials for Developers 08.31.11
Design Essentials for Developers 08.31.11Design Essentials for Developers 08.31.11
Design Essentials for Developers 08.31.11
EffectiveUI
 
Flex4 Component Lifecycle
Flex4 Component LifecycleFlex4 Component Lifecycle
Flex4 Component Lifecycle
EffectiveUI
 
The Art of Interaction
The Art of InteractionThe Art of Interaction
The Art of Interaction
EffectiveUI
 
Design Essentials for Developers
Design Essentials for DevelopersDesign Essentials for Developers
Design Essentials for Developers
EffectiveUI
 
Git for the Android Developer
Git for the Android DeveloperGit for the Android Developer
Git for the Android Developer
EffectiveUI
 
Microsoft Kinect and Molehill
Microsoft Kinect and MolehillMicrosoft Kinect and Molehill
Microsoft Kinect and Molehill
EffectiveUI
 
Reasons for Flash: Flash Development in an HTML5 and App Store World
Reasons for Flash: Flash Development in an HTML5 and App Store WorldReasons for Flash: Flash Development in an HTML5 and App Store World
Reasons for Flash: Flash Development in an HTML5 and App Store World
EffectiveUI
 
Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...
Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...
Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...
EffectiveUI
 
Design Essentials for Developers
Design Essentials for DevelopersDesign Essentials for Developers
Design Essentials for Developers
EffectiveUI
 
Your Mom Has an iPad
Your Mom Has an iPadYour Mom Has an iPad
Your Mom Has an iPad
EffectiveUI
 
Human-Centered Design and the Intersection of the Physical and Digital Worlds
Human-Centered Design and the Intersection of the Physical and Digital WorldsHuman-Centered Design and the Intersection of the Physical and Digital Worlds
Human-Centered Design and the Intersection of the Physical and Digital Worlds
EffectiveUI
 
From the Trenches: Building the Accessible Web
From the Trenches: Building the Accessible WebFrom the Trenches: Building the Accessible Web
From the Trenches: Building the Accessible Web
EffectiveUI
 
Flexerific Visual Effects
Flexerific Visual EffectsFlexerific Visual Effects
Flexerific Visual Effects
EffectiveUI
 
Test-Driven Development
Test-Driven DevelopmentTest-Driven Development
Test-Driven Development
EffectiveUI
 
An Opinionated Introduction to Mate
An Opinionated Introduction to MateAn Opinionated Introduction to Mate
An Opinionated Introduction to Mate
EffectiveUI
 
Diving Deep with the Flex Component Life Cycle
Diving Deep with the Flex Component Life CycleDiving Deep with the Flex Component Life Cycle
Diving Deep with the Flex Component Life Cycle
EffectiveUI
 
Flex 360 Rules Engine
Flex 360 Rules EngineFlex 360 Rules Engine
Flex 360 Rules Engine
EffectiveUI
 

More from EffectiveUI (20)

Design essentials For Executives
Design essentials For ExecutivesDesign essentials For Executives
Design essentials For Executives
 
Designing an App: From Idea to Market
Designing an App: From Idea to MarketDesigning an App: From Idea to Market
Designing an App: From Idea to Market
 
Flash and Flex in an HTML5 / App Store World
Flash and Flex in an HTML5 / App Store WorldFlash and Flex in an HTML5 / App Store World
Flash and Flex in an HTML5 / App Store World
 
Design Essentials for Developers 08.31.11
Design Essentials for Developers 08.31.11Design Essentials for Developers 08.31.11
Design Essentials for Developers 08.31.11
 
Flex4 Component Lifecycle
Flex4 Component LifecycleFlex4 Component Lifecycle
Flex4 Component Lifecycle
 
The Art of Interaction
The Art of InteractionThe Art of Interaction
The Art of Interaction
 
Design Essentials for Developers
Design Essentials for DevelopersDesign Essentials for Developers
Design Essentials for Developers
 
Git for the Android Developer
Git for the Android DeveloperGit for the Android Developer
Git for the Android Developer
 
Microsoft Kinect and Molehill
Microsoft Kinect and MolehillMicrosoft Kinect and Molehill
Microsoft Kinect and Molehill
 
Reasons for Flash: Flash Development in an HTML5 and App Store World
Reasons for Flash: Flash Development in an HTML5 and App Store WorldReasons for Flash: Flash Development in an HTML5 and App Store World
Reasons for Flash: Flash Development in an HTML5 and App Store World
 
Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...
Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...
Discombobulation, Fire-Breathing Dragons and Wet Noodles: Creating Productive...
 
Design Essentials for Developers
Design Essentials for DevelopersDesign Essentials for Developers
Design Essentials for Developers
 
Your Mom Has an iPad
Your Mom Has an iPadYour Mom Has an iPad
Your Mom Has an iPad
 
Human-Centered Design and the Intersection of the Physical and Digital Worlds
Human-Centered Design and the Intersection of the Physical and Digital WorldsHuman-Centered Design and the Intersection of the Physical and Digital Worlds
Human-Centered Design and the Intersection of the Physical and Digital Worlds
 
From the Trenches: Building the Accessible Web
From the Trenches: Building the Accessible WebFrom the Trenches: Building the Accessible Web
From the Trenches: Building the Accessible Web
 
Flexerific Visual Effects
Flexerific Visual EffectsFlexerific Visual Effects
Flexerific Visual Effects
 
Test-Driven Development
Test-Driven DevelopmentTest-Driven Development
Test-Driven Development
 
An Opinionated Introduction to Mate
An Opinionated Introduction to MateAn Opinionated Introduction to Mate
An Opinionated Introduction to Mate
 
Diving Deep with the Flex Component Life Cycle
Diving Deep with the Flex Component Life CycleDiving Deep with the Flex Component Life Cycle
Diving Deep with the Flex Component Life Cycle
 
Flex 360 Rules Engine
Flex 360 Rules EngineFlex 360 Rules Engine
Flex 360 Rules Engine
 

Recently uploaded

PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
ControlCase
 
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Malak Abu Hammad
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
Matthew Sinclair
 
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with SlackLet's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
shyamraj55
 
“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”
Claudio Di Ciccio
 
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Aggregage
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
Aftab Hussain
 
National Security Agency - NSA mobile device best practices
National Security Agency - NSA mobile device best practicesNational Security Agency - NSA mobile device best practices
National Security Agency - NSA mobile device best practices
Quotidiano Piemontese
 
RESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for studentsRESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for students
KAMESHS29
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
Matthew Sinclair
 
UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5
DianaGray10
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
sonjaschweigert1
 
Artificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopmentArtificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopment
Octavian Nadolu
 
How to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For FlutterHow to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For Flutter
Daiki Mogmet Ito
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
danishmna97
 
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc
 
Essentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FMEEssentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FME
Safe Software
 
20 Comprehensive Checklist of Designing and Developing a Website
20 Comprehensive Checklist of Designing and Developing a Website20 Comprehensive Checklist of Designing and Developing a Website
20 Comprehensive Checklist of Designing and Developing a Website
Pixlogix Infotech
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
KatiaHIMEUR1
 
UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6
DianaGray10
 

Recently uploaded (20)

PCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase TeamPCI PIN Basics Webinar from the Controlcase Team
PCI PIN Basics Webinar from the Controlcase Team
 
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdfUnlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
Unlock the Future of Search with MongoDB Atlas_ Vector Search Unleashed.pdf
 
20240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 202420240607 QFM018 Elixir Reading List May 2024
20240607 QFM018 Elixir Reading List May 2024
 
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with SlackLet's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
 
“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”“I’m still / I’m still / Chaining from the Block”
“I’m still / I’m still / Chaining from the Block”
 
Generative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionGenerative AI Deep Dive: Advancing from Proof of Concept to Production
Generative AI Deep Dive: Advancing from Proof of Concept to Production
 
Removing Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software FuzzingRemoving Uninteresting Bytes in Software Fuzzing
Removing Uninteresting Bytes in Software Fuzzing
 
National Security Agency - NSA mobile device best practices
National Security Agency - NSA mobile device best practicesNational Security Agency - NSA mobile device best practices
National Security Agency - NSA mobile device best practices
 
RESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for studentsRESUME BUILDER APPLICATION Project for students
RESUME BUILDER APPLICATION Project for students
 
20240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 202420240609 QFM020 Irresponsible AI Reading List May 2024
20240609 QFM020 Irresponsible AI Reading List May 2024
 
UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5UiPath Test Automation using UiPath Test Suite series, part 5
UiPath Test Automation using UiPath Test Suite series, part 5
 
A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...A tale of scale & speed: How the US Navy is enabling software delivery from l...
A tale of scale & speed: How the US Navy is enabling software delivery from l...
 
Artificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopmentArtificial Intelligence for XMLDevelopment
Artificial Intelligence for XMLDevelopment
 
How to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For FlutterHow to use Firebase Data Connect For Flutter
How to use Firebase Data Connect For Flutter
 
How to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptxHow to Get CNIC Information System with Paksim Ga.pptx
How to Get CNIC Information System with Paksim Ga.pptx
 
TrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc Webinar - 2024 Global Privacy Survey
TrustArc Webinar - 2024 Global Privacy Survey
 
Essentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FMEEssentials of Automations: The Art of Triggers and Actions in FME
Essentials of Automations: The Art of Triggers and Actions in FME
 
20 Comprehensive Checklist of Designing and Developing a Website
20 Comprehensive Checklist of Designing and Developing a Website20 Comprehensive Checklist of Designing and Developing a Website
20 Comprehensive Checklist of Designing and Developing a Website
 
Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !Securing your Kubernetes cluster_ a step-by-step guide to success !
Securing your Kubernetes cluster_ a step-by-step guide to success !
 
UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6UiPath Test Automation using UiPath Test Suite series, part 6
UiPath Test Automation using UiPath Test Suite series, part 6
 

Rails on HBase