SlideShare une entreprise Scribd logo
1  sur  23
Télécharger pour lire hors ligne
tofu
COOKPAD’s image system



Issei Naruta
COOKPAD Inc.
2 Nov 2011
about me

Issei Naruta (             )


Engineer, COOKPAD Inc.
Infrastructure Team
  image system / high performance web
twitter: @mirakui
cookpad.com

900 million PV/month
Over 1 million recipes
Rails 3
AWS(Amazon Web Services)
COOKPAD.has_many(:thumbnails)



                    280x280




                     144x216


original image
 (1000x1000)
When/How do we
generate thumbnails?
BEFORE TOFU (a year ago)

  User                        Generate thumbnails
uploads
an image
                app (rails)




     original                 thumbnails
                                           storage
Problem


We should generate thumbnails of
all existing images as new size
when another size thumbnails are needed
(We have 7 million original images!)
AFTER TOFU (now)

  User                         Store original image
uploads
an image
                 app (rails)




     original                   original
                                           storage
AFTER TOFU (now)

Store original image     Generate thumbnails
                            On demand




                       tofu
 original
            storage
tofu architecture

             akamai (cdn)


                  ELB


Apache        Apache            Apache
(mod_tofu)    (mod_tofu)
                           …    (mod_tofu)




                           S3
mod_tofu.so


C (Apache module)
Apache
ImageMagick
thumbnail url

         category thumbnail size

http://hostname/recipes/1/280/0e473ffbce0eb1e28a892fe4086b65b6.jpg



                     id

                SHA1(category+id+size+SECRET_WORD)
resizing


                                    height=free




                    width=280
 /recipes/1/280/0e473ffbce0eb1e28a892fe4086b65b6.jpg
cropping


                                  100 x 100
                               & center cropping

/recipes/1/100x100c/819d7abe2a8b9261aa3c43e948abe7b3.jpg
jpeg quality (for mobile)
    low        ‘100x100cq10’

               ‘100x100cq30’

               ‘100x100cq50’

               ‘100x100cq70’

               ‘100x100cq90’
   high
On-demand resizing by url
Fast
Scalable
On-demand resizing by url
Fast
Scalable
Peak traffic

             akamai (cdn)                    7000 req/sec


                  ELB              800 req/sec

                                              EC2 c1.xlarge
Apache        Apache            Apache
(mod_tofu)    (mod_tofu)
                           …    (mod_tofu)
                                                 (8cores)
                                               8 instances
                                              100 req/sec
                                              per instance
                           S3
fetch images
   from S3
  resize by
ImageMagick
On-demand resizing by url
Fast
Scalable
tofu scalability = AWS scalability

                         akamai (cdn)

                                                 autoscaling
                              ELB
more instances,                                    by itself
more capacity

            Apache        Apache            Apache
            (mod_tofu)    (mod_tofu)
                                       …    (mod_tofu)




                                                   Oh yeah
                                       S3       It has a huge
                                                   capacity!
tofu effect

 Our prototyping workflow became more fast
 and flexible
 Save storage diskspace
 Maintenance becomes easily
Thank you for your listening

Contenu connexe

Tendances

Virtualize and automate your development environment for fun and profit
Virtualize and automate your development environment for fun and profitVirtualize and automate your development environment for fun and profit
Virtualize and automate your development environment for fun and profitAndreas Heim
 
Deployment with Fabric
Deployment with FabricDeployment with Fabric
Deployment with Fabricandymccurdy
 
Automating Kubernetes Environments with Ansible
Automating Kubernetes Environments with AnsibleAutomating Kubernetes Environments with Ansible
Automating Kubernetes Environments with AnsibleTimothy Appnel
 
Scaling to Millions of Concurrent SPARQL Queries on the Cloud
Scaling to Millions of Concurrent SPARQL Queries on the CloudScaling to Millions of Concurrent SPARQL Queries on the Cloud
Scaling to Millions of Concurrent SPARQL Queries on the CloudMarin Dimitrov
 
DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​
DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​
DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​Ramit Surana
 
Debian Cloud - building the Debian AMIs
Debian Cloud - building the Debian AMIsDebian Cloud - building the Debian AMIs
Debian Cloud - building the Debian AMIsJames Bromberger
 
AnsibleFest 2014 - Role Tips and Tricks
AnsibleFest 2014 - Role Tips and TricksAnsibleFest 2014 - Role Tips and Tricks
AnsibleFest 2014 - Role Tips and Tricksjimi-c
 
Fabric - a server management tool from Instagram
Fabric - a server management tool from InstagramFabric - a server management tool from Instagram
Fabric - a server management tool from InstagramJay Ren
 
プラットフォーム分科会_20100804
プラットフォーム分科会_20100804プラットフォーム分科会_20100804
プラットフォーム分科会_20100804Yoshiki Ushida
 
Stupid Video Tricks, CocoaConf Seattle 2014
Stupid Video Tricks, CocoaConf Seattle 2014Stupid Video Tricks, CocoaConf Seattle 2014
Stupid Video Tricks, CocoaConf Seattle 2014Chris Adamson
 
Composing and Editing Media with AV Foundation
Composing and Editing Media with AV FoundationComposing and Editing Media with AV Foundation
Composing and Editing Media with AV FoundationBob McCune
 
Go-Couchbase Golang Paris 2015/12/17
Go-Couchbase Golang Paris 2015/12/17Go-Couchbase Golang Paris 2015/12/17
Go-Couchbase Golang Paris 2015/12/17Edouard Buschini
 
Jenkins@EC2 による 継続的インテグレーション
Jenkins@EC2 による 継続的インテグレーションJenkins@EC2 による 継続的インテグレーション
Jenkins@EC2 による 継続的インテグレーションbluepapa32
 
Big data and hadoop training - Session 5
Big data and hadoop training - Session 5Big data and hadoop training - Session 5
Big data and hadoop training - Session 5hkbhadraa
 
AVFoundation @ TACOW 2013 05 14
AVFoundation @ TACOW 2013 05 14AVFoundation @ TACOW 2013 05 14
AVFoundation @ TACOW 2013 05 14Ryder Mackay
 

Tendances (19)

Virtualize and automate your development environment for fun and profit
Virtualize and automate your development environment for fun and profitVirtualize and automate your development environment for fun and profit
Virtualize and automate your development environment for fun and profit
 
Elixir at Evercam (By Milos Mosic)
Elixir at Evercam (By Milos Mosic)Elixir at Evercam (By Milos Mosic)
Elixir at Evercam (By Milos Mosic)
 
Shrink to grow
Shrink to growShrink to grow
Shrink to grow
 
Deployment with Fabric
Deployment with FabricDeployment with Fabric
Deployment with Fabric
 
Automating Kubernetes Environments with Ansible
Automating Kubernetes Environments with AnsibleAutomating Kubernetes Environments with Ansible
Automating Kubernetes Environments with Ansible
 
Scaling to Millions of Concurrent SPARQL Queries on the Cloud
Scaling to Millions of Concurrent SPARQL Queries on the CloudScaling to Millions of Concurrent SPARQL Queries on the Cloud
Scaling to Millions of Concurrent SPARQL Queries on the Cloud
 
DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​
DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​
DEPLOYING WORDPRESS BLOG USING DOCKER COMPOSE & ANSIBLE ON AWS​
 
Debian Cloud - building the Debian AMIs
Debian Cloud - building the Debian AMIsDebian Cloud - building the Debian AMIs
Debian Cloud - building the Debian AMIs
 
AnsibleFest 2014 - Role Tips and Tricks
AnsibleFest 2014 - Role Tips and TricksAnsibleFest 2014 - Role Tips and Tricks
AnsibleFest 2014 - Role Tips and Tricks
 
Fabric - a server management tool from Instagram
Fabric - a server management tool from InstagramFabric - a server management tool from Instagram
Fabric - a server management tool from Instagram
 
プラットフォーム分科会_20100804
プラットフォーム分科会_20100804プラットフォーム分科会_20100804
プラットフォーム分科会_20100804
 
[AWS KR UG 1회 세미나] AWS 배포전략 @ 정민영
[AWS KR UG 1회 세미나] AWS 배포전략 @ 정민영[AWS KR UG 1회 세미나] AWS 배포전략 @ 정민영
[AWS KR UG 1회 세미나] AWS 배포전략 @ 정민영
 
Ansible 202
Ansible 202Ansible 202
Ansible 202
 
Stupid Video Tricks, CocoaConf Seattle 2014
Stupid Video Tricks, CocoaConf Seattle 2014Stupid Video Tricks, CocoaConf Seattle 2014
Stupid Video Tricks, CocoaConf Seattle 2014
 
Composing and Editing Media with AV Foundation
Composing and Editing Media with AV FoundationComposing and Editing Media with AV Foundation
Composing and Editing Media with AV Foundation
 
Go-Couchbase Golang Paris 2015/12/17
Go-Couchbase Golang Paris 2015/12/17Go-Couchbase Golang Paris 2015/12/17
Go-Couchbase Golang Paris 2015/12/17
 
Jenkins@EC2 による 継続的インテグレーション
Jenkins@EC2 による 継続的インテグレーションJenkins@EC2 による 継続的インテグレーション
Jenkins@EC2 による 継続的インテグレーション
 
Big data and hadoop training - Session 5
Big data and hadoop training - Session 5Big data and hadoop training - Session 5
Big data and hadoop training - Session 5
 
AVFoundation @ TACOW 2013 05 14
AVFoundation @ TACOW 2013 05 14AVFoundation @ TACOW 2013 05 14
AVFoundation @ TACOW 2013 05 14
 

Similaire à COOKPAD's Image Resizing System "TOFU

EC2とVarnishで画像配信
EC2とVarnishで画像配信EC2とVarnishで画像配信
EC2とVarnishで画像配信Issei Naruta
 
Fisl - Deployment
Fisl - DeploymentFisl - Deployment
Fisl - DeploymentFabio Akita
 
Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2cmcavoy
 
Introduction to Google App Engine
Introduction to Google App EngineIntroduction to Google App Engine
Introduction to Google App Enginemdc11
 
Re invent 2018 meetup presentation
Re invent 2018 meetup presentationRe invent 2018 meetup presentation
Re invent 2018 meetup presentationEliran Yamin
 
Lessons learned scaling big data in cloud
Lessons learned   scaling big data in cloudLessons learned   scaling big data in cloud
Lessons learned scaling big data in cloudVijay Rayapati
 
4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS
4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS
4K Media Workflows on AWS By Usman Shakeel of Amzaon AWSETCenter
 
Amazon web services
Amazon web servicesAmazon web services
Amazon web servicestsaiscorpio
 
ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012
ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012
ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012Amazon Web Services
 
Matt Franklin - Apache Software (Geekfest)
Matt Franklin - Apache Software (Geekfest)Matt Franklin - Apache Software (Geekfest)
Matt Franklin - Apache Software (Geekfest)W2O Group
 
Learn you some Ansible for great good!
Learn you some Ansible for great good!Learn you some Ansible for great good!
Learn you some Ansible for great good!David Lapsley
 
Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015Benjamin Troch
 
Slide 1
Slide 1Slide 1
Slide 1butest
 
Using Oracle Database with Amazon Web Services
Using Oracle Database with Amazon Web ServicesUsing Oracle Database with Amazon Web Services
Using Oracle Database with Amazon Web Servicesguest484c12
 
Golang Performance : microbenchmarks, profilers, and a war story
Golang Performance : microbenchmarks, profilers, and a war storyGolang Performance : microbenchmarks, profilers, and a war story
Golang Performance : microbenchmarks, profilers, and a war storyAerospike
 

Similaire à COOKPAD's Image Resizing System "TOFU (20)

EC2とVarnishで画像配信
EC2とVarnishで画像配信EC2とVarnishで画像配信
EC2とVarnishで画像配信
 
Deployment de Rails
Deployment de RailsDeployment de Rails
Deployment de Rails
 
Fisl - Deployment
Fisl - DeploymentFisl - Deployment
Fisl - Deployment
 
Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2Day of Cloud: Amazon EC2
Day of Cloud: Amazon EC2
 
4K Media Workflows on AWS
4K Media Workflows on AWS4K Media Workflows on AWS
4K Media Workflows on AWS
 
Introduction to Google App Engine
Introduction to Google App EngineIntroduction to Google App Engine
Introduction to Google App Engine
 
Re invent 2018 meetup presentation
Re invent 2018 meetup presentationRe invent 2018 meetup presentation
Re invent 2018 meetup presentation
 
Lessons learned scaling big data in cloud
Lessons learned   scaling big data in cloudLessons learned   scaling big data in cloud
Lessons learned scaling big data in cloud
 
4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS
4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS
4K Media Workflows on AWS By Usman Shakeel of Amzaon AWS
 
Amazon web services
Amazon web servicesAmazon web services
Amazon web services
 
Cloud Talk
Cloud TalkCloud Talk
Cloud Talk
 
ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012
ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012
ARC302 AWS Cloud Design Patterns - AWS re: Invent 2012
 
Matt Franklin - Apache Software (Geekfest)
Matt Franklin - Apache Software (Geekfest)Matt Franklin - Apache Software (Geekfest)
Matt Franklin - Apache Software (Geekfest)
 
Learn you some Ansible for great good!
Learn you some Ansible for great good!Learn you some Ansible for great good!
Learn you some Ansible for great good!
 
What's New in Amazon Aurora
What's New in Amazon AuroraWhat's New in Amazon Aurora
What's New in Amazon Aurora
 
Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015Storage 101 for VMware admins 2015
Storage 101 for VMware admins 2015
 
Slide 1
Slide 1Slide 1
Slide 1
 
Using Oracle Database with Amazon Web Services
Using Oracle Database with Amazon Web ServicesUsing Oracle Database with Amazon Web Services
Using Oracle Database with Amazon Web Services
 
Golang Performance : microbenchmarks, profilers, and a war story
Golang Performance : microbenchmarks, profilers, and a war storyGolang Performance : microbenchmarks, profilers, and a war story
Golang Performance : microbenchmarks, profilers, and a war story
 
JOSA TechTalks - Downgrade your Costs
JOSA TechTalks - Downgrade your CostsJOSA TechTalks - Downgrade your Costs
JOSA TechTalks - Downgrade your Costs
 

Dernier

Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
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
 
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
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationKnoldus Inc.
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPathCommunity
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterMydbops
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Nikki Chapple
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesBernd Ruecker
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...itnewsafrica
 
React Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkReact Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkPixlogix Infotech
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...Wes McKinney
 
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
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...itnewsafrica
 
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
 
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesManik S Magar
 

Dernier (20)

Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
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
 
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
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog Presentation
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to Hero
 
Scale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL RouterScale your database traffic with Read & Write split using MySQL Router
Scale your database traffic with Read & Write split using MySQL Router
 
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
Microsoft 365 Copilot: How to boost your productivity with AI – Part one: Ado...
 
QCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architecturesQCon London: Mastering long-running processes in modern architectures
QCon London: Mastering long-running processes in modern architectures
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...Abdul Kader Baba- Managing Cybersecurity Risks  and Compliance Requirements i...
Abdul Kader Baba- Managing Cybersecurity Risks and Compliance Requirements i...
 
React Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App FrameworkReact Native vs Ionic - The Best Mobile App Framework
React Native vs Ionic - The Best Mobile App Framework
 
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
 
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
 
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...Zeshan Sattar- Assessing the skill requirements and industry expectations for...
Zeshan Sattar- Assessing the skill requirements and industry expectations for...
 
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
 
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotesMuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
MuleSoft Online Meetup Group - B2B Crash Course: Release SparkNotes
 

COOKPAD's Image Resizing System "TOFU