SlideShare une entreprise Scribd logo
1  sur  37
by the #s with @raffi
Giv ing a @twitter t alk at Columbia
Uni versity talking a bout Twitter’s
Numbers!
22 Feb via Twitter for iPhone


                                           ty
  from Mudd  Building at Columbia Universi
  500 West 120th Street
  New York, New York
   View Tweets at this place
http://twitter.com/#!/toptweets/status/12483108178
http://twitter.com/#!/Emergency_In_SF/status/29440739442
http://twitter.com/#!/i80chains/status/9726084734
http://twitter.com/#!/remedyoakland/status/29002198672
http://twitter.com/#!/AlbionsOven/status/10015063036
What’s a Tweet?

It’s a short message that's sent through




                                           140 characters
How many are there?
How many are there?
                      110M!
110M tweets       1200 tweets
    per day   ≈   per second
How big are they?

      1 tweet text   =   140 characters
                     ≈   200 bytes
1200 tweets per
                      ≈     230 KB/sec
        second
                      ≈     14 MB/min
                      ≈     19 GB/day


         Just tweet text!
MySQL
         Can’t generate IDs fast enough
Centralized and a single point of failure




                                    snowflake
                                    Highly available and uncoordinated (10kqps)
                                    Compatible with the           ecosystem
                                    http://github.com/twitter/snowflake
ampura
                                         mons from ch
                  used under Creative Com
          Photo




1 TB generated                                                   10 TB generated
    per day                                                          per day
10 TB
per day in total
                                                                         ≈   120 MB per sec



                                                                             80 MB
                                                                         =   per sec
       Photo used u
                    n   der Creative C
                                         ommons from
                                                       Mac Users G
                                                                  uide
Where do they go?
               Followed by
   Following




                             Asymmetric Digraph
1

                   Digraph                           2
            Need to represent this

                                                         4
    1   2      3     4                    3
1




                             Matrix
2




                             Naïve implementation is not scalable
3
4
200M registered users




       2006    2008     2010   2011
Photo used under Creative Commons from jurvetson




          Distributed graph database

flockdb   High rate of CRUD operations
          Complex set arithmetic queries
          http://github.com/twitter/flockdb
@ladygaga
mother mons†er
8.3 million followers

@justinbieber
Justin Bieber
7.5 million followers

@BarakObama
44th President of the United States
6.7 million followers

@raffi
me!
0.007 million followers
How do they get out?


    10B API calls       100,000 calls
         per day    ≈   per second
REST API
         XML/JSON API over HTTP
Poll-based system / pseudo real-time




                               hosebird
                               Streaming API
                               Long poll HTTP
                               Near real-time delivery of Tweets
Latency

200ms

100ms

 0ms
752%
in 2008
1358%
 in 2009
Where do we want to be?

          Today - 200M people generate ~1200 TPS

Tomorrow - we want to support half the world and all its devices

                  (5B phones and 6B people)
Real challenges in front of us
               Real time

     Indexing, search, and analytics

           Relevance systems

            Graph databases

                 Storage

        Scalability and efficiency
Follow me at
Questions?   twitter.com/raffi

Contenu connexe

En vedette

Macroestructura textual Jose Castillo
Macroestructura textual Jose CastilloMacroestructura textual Jose Castillo
Macroestructura textual Jose CastilloJoseCastillo1989
 
West Hollywood Residence Phase II
West Hollywood Residence Phase IIWest Hollywood Residence Phase II
West Hollywood Residence Phase IIguest4f02fc0
 
“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...
“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...
“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...Dheeraj Prasad
 
Aln alu-presentation-07-feb-2013-final
Aln alu-presentation-07-feb-2013-finalAln alu-presentation-07-feb-2013-final
Aln alu-presentation-07-feb-2013-finalPrasad Prabhakaran
 
Twitter: Engineering for Real-Time (Stanford ACM 2011)
Twitter: Engineering for Real-Time (Stanford ACM 2011)Twitter: Engineering for Real-Time (Stanford ACM 2011)
Twitter: Engineering for Real-Time (Stanford ACM 2011)Raffi Krikorian
 
Securing Your Ecosystem (FOWA Las Vegas 2011)
Securing Your Ecosystem (FOWA Las Vegas 2011)Securing Your Ecosystem (FOWA Las Vegas 2011)
Securing Your Ecosystem (FOWA Las Vegas 2011)Raffi Krikorian
 
Twitter and the Real-Time Web
Twitter and the Real-Time WebTwitter and the Real-Time Web
Twitter and the Real-Time WebRaffi Krikorian
 
Developing for @twitterapi (Techcrunch Disrupt Hackathon)
Developing for @twitterapi (Techcrunch Disrupt Hackathon)Developing for @twitterapi (Techcrunch Disrupt Hackathon)
Developing for @twitterapi (Techcrunch Disrupt Hackathon)Raffi Krikorian
 
Exemples de bones pràctiques: L'evolució
Exemples de bones pràctiques: L'evolucióExemples de bones pràctiques: L'evolució
Exemples de bones pràctiques: L'evolucióCFA Jacint Verdaguer
 
Real-time systems at Twitter (Velocity 2012)
Real-time systems at Twitter (Velocity 2012)Real-time systems at Twitter (Velocity 2012)
Real-time systems at Twitter (Velocity 2012)Raffi Krikorian
 

En vedette (14)

Macroestructura textual Jose Castillo
Macroestructura textual Jose CastilloMacroestructura textual Jose Castillo
Macroestructura textual Jose Castillo
 
Mihir Nagarsheth 2015
Mihir Nagarsheth 2015Mihir Nagarsheth 2015
Mihir Nagarsheth 2015
 
West Hollywood Residence Phase II
West Hollywood Residence Phase IIWest Hollywood Residence Phase II
West Hollywood Residence Phase II
 
THE DECORATIVE DEERHOUND.
THE DECORATIVE DEERHOUND.THE DECORATIVE DEERHOUND.
THE DECORATIVE DEERHOUND.
 
“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...
“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...
“Growing Communities for Co-Creation”: How Employees and Customers/Users Coll...
 
Aln alu-presentation-07-feb-2013-final
Aln alu-presentation-07-feb-2013-finalAln alu-presentation-07-feb-2013-final
Aln alu-presentation-07-feb-2013-final
 
Sterk autentisering med feide elverum kommune
Sterk autentisering med feide elverum kommuneSterk autentisering med feide elverum kommune
Sterk autentisering med feide elverum kommune
 
Twitter: Engineering for Real-Time (Stanford ACM 2011)
Twitter: Engineering for Real-Time (Stanford ACM 2011)Twitter: Engineering for Real-Time (Stanford ACM 2011)
Twitter: Engineering for Real-Time (Stanford ACM 2011)
 
Securing Your Ecosystem (FOWA Las Vegas 2011)
Securing Your Ecosystem (FOWA Las Vegas 2011)Securing Your Ecosystem (FOWA Las Vegas 2011)
Securing Your Ecosystem (FOWA Las Vegas 2011)
 
Twitter and the Real-Time Web
Twitter and the Real-Time WebTwitter and the Real-Time Web
Twitter and the Real-Time Web
 
Users and Geo
Users and GeoUsers and Geo
Users and Geo
 
Developing for @twitterapi (Techcrunch Disrupt Hackathon)
Developing for @twitterapi (Techcrunch Disrupt Hackathon)Developing for @twitterapi (Techcrunch Disrupt Hackathon)
Developing for @twitterapi (Techcrunch Disrupt Hackathon)
 
Exemples de bones pràctiques: L'evolució
Exemples de bones pràctiques: L'evolucióExemples de bones pràctiques: L'evolució
Exemples de bones pràctiques: L'evolució
 
Real-time systems at Twitter (Velocity 2012)
Real-time systems at Twitter (Velocity 2012)Real-time systems at Twitter (Velocity 2012)
Real-time systems at Twitter (Velocity 2012)
 

Similaire à Twitter Talk at Columbia University on Numbers and Trends

Maintaining reliability in an unreliable world
Maintaining reliability in an unreliable worldMaintaining reliability in an unreliable world
Maintaining reliability in an unreliable worldJeremy Edberg
 
2012: The End of the World?
2012: The End of the World?2012: The End of the World?
2012: The End of the World?Saumil Shah
 
The Megasite: Infrastructure for Internet Scale
The Megasite: Infrastructure for Internet ScaleThe Megasite: Infrastructure for Internet Scale
The Megasite: Infrastructure for Internet Scalegoodfriday
 
Maq Software Live On Cutting Edge Dream Spark Yatra
Maq Software  Live On Cutting Edge  Dream Spark YatraMaq Software  Live On Cutting Edge  Dream Spark Yatra
Maq Software Live On Cutting Edge Dream Spark YatraMAQ Software
 
From incubator to exit: A brief history of Reddit, the first YCombinator success
From incubator to exit: A brief history of Reddit, the first YCombinator successFrom incubator to exit: A brief history of Reddit, the first YCombinator success
From incubator to exit: A brief history of Reddit, the first YCombinator successStartupfest
 
Why all payments innovations are rubbish
Why all payments innovations are rubbishWhy all payments innovations are rubbish
Why all payments innovations are rubbishChris Skinner
 
Multi-network Solutions in the Real World: NAB 2012, Will Law, Akamai
Multi-network Solutions in the Real World: NAB 2012, Will Law, AkamaiMulti-network Solutions in the Real World: NAB 2012, Will Law, Akamai
Multi-network Solutions in the Real World: NAB 2012, Will Law, AkamaiVerimatrix
 
The Creativity Machine
The Creativity MachineThe Creativity Machine
The Creativity MachineSal
 
Asian Eye For the Startup Guy
Asian Eye For the Startup GuyAsian Eye For the Startup Guy
Asian Eye For the Startup GuyBenjamin Joffe
 
The History and Possible Futures of the Internet
The History and Possible Futures of the InternetThe History and Possible Futures of the Internet
The History and Possible Futures of the InternetLarry Smarr
 
What Is Web 2.0 April 2006 Fraser Valley Technology Network
What Is Web 2.0 April 2006 Fraser Valley Technology NetworkWhat Is Web 2.0 April 2006 Fraser Valley Technology Network
What Is Web 2.0 April 2006 Fraser Valley Technology Networktroyangrignon
 
Davidreinselppt 110304164919-phpapp01
Davidreinselppt 110304164919-phpapp01Davidreinselppt 110304164919-phpapp01
Davidreinselppt 110304164919-phpapp01MassTLC
 
Storage: Alternate Futures
Storage: Alternate FuturesStorage: Alternate Futures
Storage: Alternate Futures小新 制造
 
Theendofunlimitedbandwidth 101130124830-phpapp01 (1)
Theendofunlimitedbandwidth 101130124830-phpapp01 (1)Theendofunlimitedbandwidth 101130124830-phpapp01 (1)
Theendofunlimitedbandwidth 101130124830-phpapp01 (1)Jaqs Stultz
 
Theendofunlimitedbandwidth 101130124830 Phpapp01
Theendofunlimitedbandwidth 101130124830 Phpapp01Theendofunlimitedbandwidth 101130124830 Phpapp01
Theendofunlimitedbandwidth 101130124830 Phpapp01managed.com
 
The End of Unlimited Bandwidth
The End of Unlimited BandwidthThe End of Unlimited Bandwidth
The End of Unlimited BandwidthBryan Rieger
 
Linked Data Book: Cambridge Semantic Web Meetup 20130108
Linked Data Book: Cambridge Semantic Web Meetup 20130108Linked Data Book: Cambridge Semantic Web Meetup 20130108
Linked Data Book: Cambridge Semantic Web Meetup 201301083 Round Stones
 
Eth-Defi-Ecosystem-v2022.pdf
Eth-Defi-Ecosystem-v2022.pdfEth-Defi-Ecosystem-v2022.pdf
Eth-Defi-Ecosystem-v2022.pdfAnthony De Monroy
 

Similaire à Twitter Talk at Columbia University on Numbers and Trends (20)

Colorado leadership v4
Colorado leadership v4Colorado leadership v4
Colorado leadership v4
 
500Startups @ Twitter
500Startups @ Twitter500Startups @ Twitter
500Startups @ Twitter
 
Maintaining reliability in an unreliable world
Maintaining reliability in an unreliable worldMaintaining reliability in an unreliable world
Maintaining reliability in an unreliable world
 
2012: The End of the World?
2012: The End of the World?2012: The End of the World?
2012: The End of the World?
 
The Megasite: Infrastructure for Internet Scale
The Megasite: Infrastructure for Internet ScaleThe Megasite: Infrastructure for Internet Scale
The Megasite: Infrastructure for Internet Scale
 
Maq Software Live On Cutting Edge Dream Spark Yatra
Maq Software  Live On Cutting Edge  Dream Spark YatraMaq Software  Live On Cutting Edge  Dream Spark Yatra
Maq Software Live On Cutting Edge Dream Spark Yatra
 
From incubator to exit: A brief history of Reddit, the first YCombinator success
From incubator to exit: A brief history of Reddit, the first YCombinator successFrom incubator to exit: A brief history of Reddit, the first YCombinator success
From incubator to exit: A brief history of Reddit, the first YCombinator success
 
Why all payments innovations are rubbish
Why all payments innovations are rubbishWhy all payments innovations are rubbish
Why all payments innovations are rubbish
 
Multi-network Solutions in the Real World: NAB 2012, Will Law, Akamai
Multi-network Solutions in the Real World: NAB 2012, Will Law, AkamaiMulti-network Solutions in the Real World: NAB 2012, Will Law, Akamai
Multi-network Solutions in the Real World: NAB 2012, Will Law, Akamai
 
The Creativity Machine
The Creativity MachineThe Creativity Machine
The Creativity Machine
 
Asian Eye For the Startup Guy
Asian Eye For the Startup GuyAsian Eye For the Startup Guy
Asian Eye For the Startup Guy
 
The History and Possible Futures of the Internet
The History and Possible Futures of the InternetThe History and Possible Futures of the Internet
The History and Possible Futures of the Internet
 
What Is Web 2.0 April 2006 Fraser Valley Technology Network
What Is Web 2.0 April 2006 Fraser Valley Technology NetworkWhat Is Web 2.0 April 2006 Fraser Valley Technology Network
What Is Web 2.0 April 2006 Fraser Valley Technology Network
 
Davidreinselppt 110304164919-phpapp01
Davidreinselppt 110304164919-phpapp01Davidreinselppt 110304164919-phpapp01
Davidreinselppt 110304164919-phpapp01
 
Storage: Alternate Futures
Storage: Alternate FuturesStorage: Alternate Futures
Storage: Alternate Futures
 
Theendofunlimitedbandwidth 101130124830-phpapp01 (1)
Theendofunlimitedbandwidth 101130124830-phpapp01 (1)Theendofunlimitedbandwidth 101130124830-phpapp01 (1)
Theendofunlimitedbandwidth 101130124830-phpapp01 (1)
 
Theendofunlimitedbandwidth 101130124830 Phpapp01
Theendofunlimitedbandwidth 101130124830 Phpapp01Theendofunlimitedbandwidth 101130124830 Phpapp01
Theendofunlimitedbandwidth 101130124830 Phpapp01
 
The End of Unlimited Bandwidth
The End of Unlimited BandwidthThe End of Unlimited Bandwidth
The End of Unlimited Bandwidth
 
Linked Data Book: Cambridge Semantic Web Meetup 20130108
Linked Data Book: Cambridge Semantic Web Meetup 20130108Linked Data Book: Cambridge Semantic Web Meetup 20130108
Linked Data Book: Cambridge Semantic Web Meetup 20130108
 
Eth-Defi-Ecosystem-v2022.pdf
Eth-Defi-Ecosystem-v2022.pdfEth-Defi-Ecosystem-v2022.pdf
Eth-Defi-Ecosystem-v2022.pdf
 

Plus de Raffi Krikorian

How to use Geolocation in your webapp @ FOWA Dublin 2010
How to use Geolocation in your webapp @ FOWA Dublin 2010How to use Geolocation in your webapp @ FOWA Dublin 2010
How to use Geolocation in your webapp @ FOWA Dublin 2010Raffi Krikorian
 
Intro to developing for @twitterapi
Intro to developing for @twitterapiIntro to developing for @twitterapi
Intro to developing for @twitterapiRaffi Krikorian
 
"What's Happening" to "What's Happening Here" @ Chirp
"What's Happening" to "What's Happening Here" @ Chirp"What's Happening" to "What's Happening Here" @ Chirp
"What's Happening" to "What's Happening Here" @ ChirpRaffi Krikorian
 
Handling Real-time Geostreams
Handling Real-time GeostreamsHandling Real-time Geostreams
Handling Real-time GeostreamsRaffi Krikorian
 
Adding the "Where" to the "When"
Adding the "Where" to the "When"Adding the "Where" to the "When"
Adding the "Where" to the "When"Raffi Krikorian
 
Scala + WattzOn, sitting in a tree....
Scala + WattzOn, sitting in a tree....Scala + WattzOn, sitting in a tree....
Scala + WattzOn, sitting in a tree....Raffi Krikorian
 
WattzOn Whole Earth Simulator
WattzOn Whole Earth SimulatorWattzOn Whole Earth Simulator
WattzOn Whole Earth SimulatorRaffi Krikorian
 
Broken Hearts: How Valentine's Day causes global warming
Broken Hearts: How Valentine's Day causes global warmingBroken Hearts: How Valentine's Day causes global warming
Broken Hearts: How Valentine's Day causes global warmingRaffi Krikorian
 
WattzOn presentation @ Web 2.0 Summit
WattzOn presentation @ Web 2.0 SummitWattzOn presentation @ Web 2.0 Summit
WattzOn presentation @ Web 2.0 SummitRaffi Krikorian
 

Plus de Raffi Krikorian (14)

How to use Geolocation in your webapp @ FOWA Dublin 2010
How to use Geolocation in your webapp @ FOWA Dublin 2010How to use Geolocation in your webapp @ FOWA Dublin 2010
How to use Geolocation in your webapp @ FOWA Dublin 2010
 
Intro to developing for @twitterapi
Intro to developing for @twitterapiIntro to developing for @twitterapi
Intro to developing for @twitterapi
 
Twitter API Annotations
Twitter API AnnotationsTwitter API Annotations
Twitter API Annotations
 
"What's Happening" to "What's Happening Here" @ Chirp
"What's Happening" to "What's Happening Here" @ Chirp"What's Happening" to "What's Happening Here" @ Chirp
"What's Happening" to "What's Happening Here" @ Chirp
 
Energy / Tweet
Energy / TweetEnergy / Tweet
Energy / Tweet
 
Handling Real-time Geostreams
Handling Real-time GeostreamsHandling Real-time Geostreams
Handling Real-time Geostreams
 
Adding the "Where" to the "When"
Adding the "Where" to the "When"Adding the "Where" to the "When"
Adding the "Where" to the "When"
 
What's happening here?
What's happening here?What's happening here?
What's happening here?
 
WattzOn @ ETech 2009
WattzOn @ ETech 2009WattzOn @ ETech 2009
WattzOn @ ETech 2009
 
Scala + WattzOn, sitting in a tree....
Scala + WattzOn, sitting in a tree....Scala + WattzOn, sitting in a tree....
Scala + WattzOn, sitting in a tree....
 
WattzOn Whole Earth Simulator
WattzOn Whole Earth SimulatorWattzOn Whole Earth Simulator
WattzOn Whole Earth Simulator
 
Broken Hearts: How Valentine's Day causes global warming
Broken Hearts: How Valentine's Day causes global warmingBroken Hearts: How Valentine's Day causes global warming
Broken Hearts: How Valentine's Day causes global warming
 
WattzOn presentation @ Web 2.0 Summit
WattzOn presentation @ Web 2.0 SummitWattzOn presentation @ Web 2.0 Summit
WattzOn presentation @ Web 2.0 Summit
 
holmz @ Ignite! NYC
holmz @ Ignite! NYCholmz @ Ignite! NYC
holmz @ Ignite! NYC
 

Dernier

Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Hiroshi SHIBATA
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesKari Kakkonen
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentPim van der Noll
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...AliaaTarek5
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxLoriGlavin3
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfIngrid Airi González
 
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Mark Goldstein
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI AgeCprime
 

Dernier (20)

Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024
 
Testing tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examplesTesting tools and AI - ideas what to try with some tool examples
Testing tools and AI - ideas what to try with some tool examples
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native developmentEmixa Mendix Meetup 11 April 2024 about Mendix Native development
Emixa Mendix Meetup 11 April 2024 about Mendix Native development
 
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
(How to Program) Paul Deitel, Harvey Deitel-Java How to Program, Early Object...
 
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptxThe Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
The Fit for Passkeys for Employee and Consumer Sign-ins: FIDO Paris Seminar.pptx
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Generative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdfGenerative Artificial Intelligence: How generative AI works.pdf
Generative Artificial Intelligence: How generative AI works.pdf
 
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
Arizona Broadband Policy Past, Present, and Future Presentation 3/25/24
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
A Framework for Development in the AI Age
A Framework for Development in the AI AgeA Framework for Development in the AI Age
A Framework for Development in the AI Age
 

Twitter Talk at Columbia University on Numbers and Trends