SlideShare a Scribd company logo
1 of 94
Beyond the File System Designing Large Scale File Storage and Serving Cal Henderson
Hello!
Big file systems? ,[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],1
[object Object],[object Object],2
[object Object],[object Object],3
Four buckets Storage Serving BCP Cost
Storage
The storage stack File system Block protocol RAID Hardware ext, reiserFS, NTFS SCSI, SATA, FC Mirrors, Stripes Disks and stuff File protocol NFS, CIFS, SMB
Hardware overview ,[object Object],NAS SAN DAS Internal Higher Lower
Internal storage ,[object Object],[object Object],[object Object],[object Object]
DAS Direct attached storage Disk shelf, connected by SCSI/SATA HP MSA30 – 14 disks in 3U
SAN ,[object Object],[object Object],[object Object],[object Object],[object Object]
NAS ,[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object]
Meet the LUN ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
NAS vs SAN ,[object Object],[object Object],[object Object]
SAN Advantages ,[object Object],[object Object],[object Object],[object Object]
Some Practical Examples ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
NetApp Filers Heads and shelves, up to 500TB in 260U FC SAN with 1 or 2 NAS heads
Isilon IQ ,[object Object],[object Object]
Scaling ,[object Object]
Vertical scaling ,[object Object],[object Object],[object Object],[object Object]
Horizontal scaling ,[object Object],[object Object],[object Object],[object Object]
Storage scaling approaches ,[object Object],[object Object],[object Object],[object Object],[object Object]
Huge FS ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Huge FS ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Physical nodes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Physical Nodes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Virtual nodes ,[object Object],[object Object],[object Object],[object Object],[object Object]
Virtual Nodes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Chunked space ,[object Object],[object Object],[object Object],[object Object]
Chunked space ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Real Life Case Studies
GFS – Google File System ,[object Object],[object Object],[object Object],[object Object]
GFS – Google File System ,[object Object],[object Object],[object Object],[object Object],[object Object]
GFS – Google File System 1(a) 2(a) 1(b) Master
GFS – Google File System ,[object Object],[object Object],[object Object],[object Object],[object Object]
GFS – Google File System ,[object Object],[object Object],[object Object]
MogileFS – OMG Files ,[object Object],[object Object],[object Object]
MogileFS – OMG Files ,[object Object],[object Object],[object Object],[object Object]
MogileFS – OMG Files Tracker Tracker MySQL
MogileFS – OMG Files ,[object Object],[object Object],[object Object]
Flickr File System ,[object Object],[object Object],[object Object]
Flickr File System ,[object Object],[object Object],[object Object],[object Object]
Flickr File System SM SM SM
Flickr File System ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Flickr File System ,[object Object],[object Object]
Serving
Serving files ,[object Object],Apache Disk
Serving files ,[object Object],Apache Disk Apache Disk Apache Disk
Serving files ,[object Object],[object Object],[object Object],[object Object]
Caching ,[object Object],[object Object],[object Object],[object Object]
Why it works ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Two models ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Replacement policies ,[object Object],[object Object],[object Object],[object Object],[object Object]
Cache Churn ,[object Object],[object Object],[object Object],[object Object]
Problems ,[object Object],[object Object],[object Object],[object Object]
CDN – Content Delivery Network ,[object Object],[object Object],[object Object],[object Object],[object Object]
Edge networks Origin
Edge networks Origin Cache Cache Cache Cache Cache Cache Cache Cache
CDN Models ,[object Object],[object Object],[object Object],[object Object]
CDN Invalidation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Versioning ,[object Object],[object Object],[object Object]
Cache Invalidation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Cache versioning ,[object Object],[object Object],[object Object]
Virtual versioning ,[object Object],[object Object],[object Object],[object Object],Version 3 example.com/foo_3.jpg Cached: foo_3.jpg foo_3.jpg -> foo.jpg
Authentication ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Auth layer ,[object Object],[object Object],Cache Authenticator Origin
Auth sideline ,[object Object],[object Object],Cache Authenticator Origin
Auth by URL ,[object Object],[object Object],Cache Origin Web Server
BCP
Business Continuity Planning ,[object Object],[object Object],[object Object],[object Object]
Reality ,[object Object],[object Object],[object Object]
Reality ,[object Object],[object Object],[object Object],[object Object],[object Object]
Failure scenarios ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reliable by design ,[object Object],[object Object],[object Object]
Tend to all points in the stack ,[object Object],[object Object],[object Object]
Recovery times ,[object Object],[object Object],[object Object],[object Object],[object Object]
Reliable Reads & Writes ,[object Object],[object Object],[object Object],[object Object],[object Object]
Dual writes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Cost
Judging cost ,[object Object],[object Object],[object Object],[object Object]
Hardware costs Cost of hardware Usable GB Single Cost
Power costs Cost of power per year Usable GB Recurring Cost
Power costs Power installation cost Usable GB Single Cost
Space costs Cost per U Usable GB [ ] U’s needed (inc network) x Recurring Cost
Network costs Cost of network gear Usable GB Single Cost
Misc costs Support contracts + spare disks Usable GB + bus adaptors + cables [ ] Single & Recurring Costs
Human costs Admin cost per node Node count x Recurring Cost Usable GB [ ]
TCO ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
(fin)
Photo credits ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object]

More Related Content

What's hot

JS digest. Decemebr 2017
JS digest. Decemebr 2017JS digest. Decemebr 2017
JS digest. Decemebr 2017ElifTech
 
Node.js to the rescue
Node.js to the rescueNode.js to the rescue
Node.js to the rescueMarko Heijnen
 
WordPress Security - 12 WordPress Security Fundamentals
WordPress Security - 12 WordPress Security FundamentalsWordPress Security - 12 WordPress Security Fundamentals
WordPress Security - 12 WordPress Security Fundamentalsfindingsimple
 
JS Fest 2019/Autumn. Eyal Eizenberg. Tipping the Scale
JS Fest 2019/Autumn. Eyal Eizenberg. Tipping the ScaleJS Fest 2019/Autumn. Eyal Eizenberg. Tipping the Scale
JS Fest 2019/Autumn. Eyal Eizenberg. Tipping the ScaleJSFestUA
 
Intro to Coldfusion
Intro to ColdfusionIntro to Coldfusion
Intro to ColdfusionTerry Ryan
 
Optimization of modern web applications
Optimization of modern web applicationsOptimization of modern web applications
Optimization of modern web applicationsEugene Lazutkin
 
Best Practices for Installing IBM Verse on Premises
Best Practices for Installing IBM Verse on PremisesBest Practices for Installing IBM Verse on Premises
Best Practices for Installing IBM Verse on PremisesTimsterC
 
Tipping the Scale - Eyal Eizenberg
Tipping the Scale - Eyal EizenbergTipping the Scale - Eyal Eizenberg
Tipping the Scale - Eyal EizenbergWix Engineering
 
PowerShell for SharePoint Developers
PowerShell for SharePoint DevelopersPowerShell for SharePoint Developers
PowerShell for SharePoint DevelopersBoulos Dib
 
Cache is keeping you from reaching the full potential as a developer (word ca...
Cache is keeping you from reaching the full potential as a developer (word ca...Cache is keeping you from reaching the full potential as a developer (word ca...
Cache is keeping you from reaching the full potential as a developer (word ca...Thomas Audunhus
 
WordPress REST API v2: Overview & Exploring
WordPress REST API v2: Overview & ExploringWordPress REST API v2: Overview & Exploring
WordPress REST API v2: Overview & ExploringNick Pelton
 
SymfonyCon Cluj 2017 - Symfony at OpenSky
SymfonyCon Cluj 2017 - Symfony at OpenSkySymfonyCon Cluj 2017 - Symfony at OpenSky
SymfonyCon Cluj 2017 - Symfony at OpenSkyPablo Godel
 
Super Fast Application development with Mura CMS
Super Fast Application development with Mura CMSSuper Fast Application development with Mura CMS
Super Fast Application development with Mura CMSColdFusionConference
 
Beyond The Browser - Creating a RESTful Web Service With WordPress
Beyond The Browser - Creating a RESTful Web Service With WordPressBeyond The Browser - Creating a RESTful Web Service With WordPress
Beyond The Browser - Creating a RESTful Web Service With WordPressChristopher Reding
 
Self-Hosted Wordpress Installation Tutorial
Self-Hosted Wordpress Installation TutorialSelf-Hosted Wordpress Installation Tutorial
Self-Hosted Wordpress Installation TutorialBen Reed
 
Lessons from Highly Scalable Architectures at Social Networking Sites
Lessons from Highly Scalable Architectures at Social Networking SitesLessons from Highly Scalable Architectures at Social Networking Sites
Lessons from Highly Scalable Architectures at Social Networking SitesPatrick Senti
 
How to Troubleshoot & Optimize Database Query Performance for Your Application
How to Troubleshoot  & Optimize Database Query Performance for Your ApplicationHow to Troubleshoot  & Optimize Database Query Performance for Your Application
How to Troubleshoot & Optimize Database Query Performance for Your ApplicationDynatrace
 

What's hot (20)

Automated ui-testing
Automated ui-testingAutomated ui-testing
Automated ui-testing
 
JS digest. Decemebr 2017
JS digest. Decemebr 2017JS digest. Decemebr 2017
JS digest. Decemebr 2017
 
Node.js to the rescue
Node.js to the rescueNode.js to the rescue
Node.js to the rescue
 
Ms vs ibm_v1.3
Ms vs ibm_v1.3Ms vs ibm_v1.3
Ms vs ibm_v1.3
 
WordPress Security - 12 WordPress Security Fundamentals
WordPress Security - 12 WordPress Security FundamentalsWordPress Security - 12 WordPress Security Fundamentals
WordPress Security - 12 WordPress Security Fundamentals
 
JS Fest 2019/Autumn. Eyal Eizenberg. Tipping the Scale
JS Fest 2019/Autumn. Eyal Eizenberg. Tipping the ScaleJS Fest 2019/Autumn. Eyal Eizenberg. Tipping the Scale
JS Fest 2019/Autumn. Eyal Eizenberg. Tipping the Scale
 
Intro to Coldfusion
Intro to ColdfusionIntro to Coldfusion
Intro to Coldfusion
 
Optimization of modern web applications
Optimization of modern web applicationsOptimization of modern web applications
Optimization of modern web applications
 
Best Practices for Installing IBM Verse on Premises
Best Practices for Installing IBM Verse on PremisesBest Practices for Installing IBM Verse on Premises
Best Practices for Installing IBM Verse on Premises
 
Tipping the Scale - Eyal Eizenberg
Tipping the Scale - Eyal EizenbergTipping the Scale - Eyal Eizenberg
Tipping the Scale - Eyal Eizenberg
 
Webtechnologies
Webtechnologies Webtechnologies
Webtechnologies
 
PowerShell for SharePoint Developers
PowerShell for SharePoint DevelopersPowerShell for SharePoint Developers
PowerShell for SharePoint Developers
 
Cache is keeping you from reaching the full potential as a developer (word ca...
Cache is keeping you from reaching the full potential as a developer (word ca...Cache is keeping you from reaching the full potential as a developer (word ca...
Cache is keeping you from reaching the full potential as a developer (word ca...
 
WordPress REST API v2: Overview & Exploring
WordPress REST API v2: Overview & ExploringWordPress REST API v2: Overview & Exploring
WordPress REST API v2: Overview & Exploring
 
SymfonyCon Cluj 2017 - Symfony at OpenSky
SymfonyCon Cluj 2017 - Symfony at OpenSkySymfonyCon Cluj 2017 - Symfony at OpenSky
SymfonyCon Cluj 2017 - Symfony at OpenSky
 
Super Fast Application development with Mura CMS
Super Fast Application development with Mura CMSSuper Fast Application development with Mura CMS
Super Fast Application development with Mura CMS
 
Beyond The Browser - Creating a RESTful Web Service With WordPress
Beyond The Browser - Creating a RESTful Web Service With WordPressBeyond The Browser - Creating a RESTful Web Service With WordPress
Beyond The Browser - Creating a RESTful Web Service With WordPress
 
Self-Hosted Wordpress Installation Tutorial
Self-Hosted Wordpress Installation TutorialSelf-Hosted Wordpress Installation Tutorial
Self-Hosted Wordpress Installation Tutorial
 
Lessons from Highly Scalable Architectures at Social Networking Sites
Lessons from Highly Scalable Architectures at Social Networking SitesLessons from Highly Scalable Architectures at Social Networking Sites
Lessons from Highly Scalable Architectures at Social Networking Sites
 
How to Troubleshoot & Optimize Database Query Performance for Your Application
How to Troubleshoot  & Optimize Database Query Performance for Your ApplicationHow to Troubleshoot  & Optimize Database Query Performance for Your Application
How to Troubleshoot & Optimize Database Query Performance for Your Application
 

Similar to Filesystems

Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystemsroyans
 
Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystemsroyans
 
Beyond the File System: Designing Large-Scale File Storage and Serving
 	Beyond the File System: Designing Large-Scale File Storage and Serving 	Beyond the File System: Designing Large-Scale File Storage and Serving
Beyond the File System: Designing Large-Scale File Storage and Servingmclee
 
Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystemsguest18a0f1
 
Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystemsroyans
 
Superior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital Media
Superior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital MediaSuperior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital Media
Superior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital MediaScality
 
Scalable Web Arch
Scalable Web ArchScalable Web Arch
Scalable Web Archroyans
 
Scalable Web Architectures - Common Patterns & Approaches
Scalable Web Architectures - Common Patterns & ApproachesScalable Web Architectures - Common Patterns & Approaches
Scalable Web Architectures - Common Patterns & ApproachesCal Henderson
 
Web20expo Scalable Web Arch
Web20expo Scalable Web ArchWeb20expo Scalable Web Arch
Web20expo Scalable Web Archmclee
 
Web20expo Scalable Web Arch
Web20expo Scalable Web ArchWeb20expo Scalable Web Arch
Web20expo Scalable Web Archroyans
 
Web20expo Scalable Web Arch
Web20expo Scalable Web ArchWeb20expo Scalable Web Arch
Web20expo Scalable Web Archguest18a0f1
 
Scalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYC
Scalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYCScalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYC
Scalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYCCal Henderson
 
Cloud computing UNIT 2.1 presentation in
Cloud computing UNIT 2.1 presentation inCloud computing UNIT 2.1 presentation in
Cloud computing UNIT 2.1 presentation inRahulBhole12
 
Knowledge share about scalable application architecture
Knowledge share about scalable application architectureKnowledge share about scalable application architecture
Knowledge share about scalable application architectureAHM Pervej Kabir
 
FOWA Scaling The Lamp Stack Workshop
FOWA Scaling The Lamp Stack WorkshopFOWA Scaling The Lamp Stack Workshop
FOWA Scaling The Lamp Stack Workshopdlieberman
 
Dipping Your Toes: Azure Data Lake for DBAs
Dipping Your Toes: Azure Data Lake for DBAsDipping Your Toes: Azure Data Lake for DBAs
Dipping Your Toes: Azure Data Lake for DBAsBob Pusateri
 
Deep Dive on Elastic File System - February 2017 AWS Online Tech Talks
Deep Dive on Elastic File System - February 2017 AWS Online Tech TalksDeep Dive on Elastic File System - February 2017 AWS Online Tech Talks
Deep Dive on Elastic File System - February 2017 AWS Online Tech TalksAmazon Web Services
 
AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)
AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)
AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)Amazon Web Services
 
Domino server and application performance in the real world
Domino server and application performance in the real worldDomino server and application performance in the real world
Domino server and application performance in the real worlddominion
 

Similar to Filesystems (20)

Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystems
 
Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystems
 
Beyond the File System: Designing Large-Scale File Storage and Serving
 	Beyond the File System: Designing Large-Scale File Storage and Serving 	Beyond the File System: Designing Large-Scale File Storage and Serving
Beyond the File System: Designing Large-Scale File Storage and Serving
 
Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystems
 
Web20expo Filesystems
Web20expo FilesystemsWeb20expo Filesystems
Web20expo Filesystems
 
Superior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital Media
Superior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital MediaSuperior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital Media
Superior Streaming and CDN Solutions: Cloud Storage Revolutionizes Digital Media
 
Scalable Web Arch
Scalable Web ArchScalable Web Arch
Scalable Web Arch
 
Scalable Web Architectures - Common Patterns & Approaches
Scalable Web Architectures - Common Patterns & ApproachesScalable Web Architectures - Common Patterns & Approaches
Scalable Web Architectures - Common Patterns & Approaches
 
Web20expo Scalable Web Arch
Web20expo Scalable Web ArchWeb20expo Scalable Web Arch
Web20expo Scalable Web Arch
 
Web20expo Scalable Web Arch
Web20expo Scalable Web ArchWeb20expo Scalable Web Arch
Web20expo Scalable Web Arch
 
Web20expo Scalable Web Arch
Web20expo Scalable Web ArchWeb20expo Scalable Web Arch
Web20expo Scalable Web Arch
 
Scalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYC
Scalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYCScalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYC
Scalable Web Architectures: Common Patterns and Approaches - Web 2.0 Expo NYC
 
Cloud computing UNIT 2.1 presentation in
Cloud computing UNIT 2.1 presentation inCloud computing UNIT 2.1 presentation in
Cloud computing UNIT 2.1 presentation in
 
Knowledge share about scalable application architecture
Knowledge share about scalable application architectureKnowledge share about scalable application architecture
Knowledge share about scalable application architecture
 
FOWA Scaling The Lamp Stack Workshop
FOWA Scaling The Lamp Stack WorkshopFOWA Scaling The Lamp Stack Workshop
FOWA Scaling The Lamp Stack Workshop
 
Dipping Your Toes: Azure Data Lake for DBAs
Dipping Your Toes: Azure Data Lake for DBAsDipping Your Toes: Azure Data Lake for DBAs
Dipping Your Toes: Azure Data Lake for DBAs
 
Deep Dive on Elastic File System - February 2017 AWS Online Tech Talks
Deep Dive on Elastic File System - February 2017 AWS Online Tech TalksDeep Dive on Elastic File System - February 2017 AWS Online Tech Talks
Deep Dive on Elastic File System - February 2017 AWS Online Tech Talks
 
AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)
AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)
AWS re:Invent 2016: Deep Dive on Amazon Elastic File System (STG202)
 
Real world capacity
Real world capacityReal world capacity
Real world capacity
 
Domino server and application performance in the real world
Domino server and application performance in the real worldDomino server and application performance in the real world
Domino server and application performance in the real world
 

More from royans

Hadoop: Distributed data processing
Hadoop: Distributed data processingHadoop: Distributed data processing
Hadoop: Distributed data processingroyans
 
Facebooks Petabyte Scale Data Warehouse using Hive and Hadoop
Facebooks Petabyte Scale Data Warehouse using Hive and HadoopFacebooks Petabyte Scale Data Warehouse using Hive and Hadoop
Facebooks Petabyte Scale Data Warehouse using Hive and Hadooproyans
 
Flickr Services
Flickr ServicesFlickr Services
Flickr Servicesroyans
 
Flickr Php
Flickr PhpFlickr Php
Flickr Phproyans
 
Grid – Distributed Computing at Scale
Grid – Distributed Computing at ScaleGrid – Distributed Computing at Scale
Grid – Distributed Computing at Scaleroyans
 
How Typepad changed their architecture without taking down the service
How Typepad changed their architecture without taking down the serviceHow Typepad changed their architecture without taking down the service
How Typepad changed their architecture without taking down the serviceroyans
 
Dmk Bo2 K7 Web
Dmk Bo2 K7 WebDmk Bo2 K7 Web
Dmk Bo2 K7 Webroyans
 
21 Www Web Services
21 Www Web Services21 Www Web Services
21 Www Web Servicesroyans
 
Web 2.0 Summit Flickr
Web 2.0 Summit FlickrWeb 2.0 Summit Flickr
Web 2.0 Summit Flickrroyans
 
Etech2005
Etech2005Etech2005
Etech2005royans
 

More from royans (10)

Hadoop: Distributed data processing
Hadoop: Distributed data processingHadoop: Distributed data processing
Hadoop: Distributed data processing
 
Facebooks Petabyte Scale Data Warehouse using Hive and Hadoop
Facebooks Petabyte Scale Data Warehouse using Hive and HadoopFacebooks Petabyte Scale Data Warehouse using Hive and Hadoop
Facebooks Petabyte Scale Data Warehouse using Hive and Hadoop
 
Flickr Services
Flickr ServicesFlickr Services
Flickr Services
 
Flickr Php
Flickr PhpFlickr Php
Flickr Php
 
Grid – Distributed Computing at Scale
Grid – Distributed Computing at ScaleGrid – Distributed Computing at Scale
Grid – Distributed Computing at Scale
 
How Typepad changed their architecture without taking down the service
How Typepad changed their architecture without taking down the serviceHow Typepad changed their architecture without taking down the service
How Typepad changed their architecture without taking down the service
 
Dmk Bo2 K7 Web
Dmk Bo2 K7 WebDmk Bo2 K7 Web
Dmk Bo2 K7 Web
 
21 Www Web Services
21 Www Web Services21 Www Web Services
21 Www Web Services
 
Web 2.0 Summit Flickr
Web 2.0 Summit FlickrWeb 2.0 Summit Flickr
Web 2.0 Summit Flickr
 
Etech2005
Etech2005Etech2005
Etech2005
 

Recently uploaded

Spring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUKSpring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUKJago de Vreede
 
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)Samir Dash
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...Zilliz
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistandanishmna97
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FMESafe Software
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdfSandro Moreira
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAnitaRaj43
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityWSO2
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAndrey Devyatkin
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...apidays
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfOrbitshub
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodJuan lago vázquez
 
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelMcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelDeepika Singh
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Zilliz
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesrafiqahmad00786416
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMKumar Satyam
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businesspanagenda
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MIND CTI
 

Recently uploaded (20)

Spring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUKSpring Boot vs Quarkus the ultimate battle - DevoxxUK
Spring Boot vs Quarkus the ultimate battle - DevoxxUK
 
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
AI+A11Y 11MAY2024 HYDERBAD GAAD 2024 - HelloA11Y (11 May 2024)
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ..."I see eyes in my soup": How Delivery Hero implemented the safety system for ...
"I see eyes in my soup": How Delivery Hero implemented the safety system for ...
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
AI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by AnitarajAI in Action: Real World Use Cases by Anitaraj
AI in Action: Real World Use Cases by Anitaraj
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot ModelMcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
Mcleodganj Call Girls 🥰 8617370543 Service Offer VIP Hot Model
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)
 
ICT role in 21st century education and its challenges
ICT role in 21st century education and its challengesICT role in 21st century education and its challenges
ICT role in 21st century education and its challenges
 
Introduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDMIntroduction to use of FHIR Documents in ABDM
Introduction to use of FHIR Documents in ABDM
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 

Filesystems