SlideShare una empresa de Scribd logo
1 de 42
CACHING BEYOND RAMCACHING BEYOND RAM
memcached.org/blog
@dormando
InfoQ.com: News & Community Site
• Over 1,000,000 software developers, architects and CTOs read the site world-
wide every month
• 250,000 senior developers subscribe to our weekly newsletter
• Published in 4 languages (English, Chinese, Japanese and Brazilian
Portuguese)
• Post content from our QCon conferences
• 2 dedicated podcast channels: The InfoQ Podcast, with a focus on
Architecture and The Engineering Culture Podcast, with a focus on building
• 96 deep dives on innovative topics packed as downloadable emags and
minibooks
• Over 40 new content items per week
Watch the video with slide
synchronization on InfoQ.com!
https://www.infoq.com/presentations/
nvme-cache
Purpose of QCon
- to empower software development by facilitating the spread of
knowledge and innovation
Strategy
- practitioner-driven conference designed for YOU: influencers of
change and innovation in your teams
- speakers and topics driving the evolution and innovation
- connecting and catalyzing the influencers and innovators
Highlights
- attended by more than 12,000 delegates since 2007
- held in 9 cities worldwide
Presented at QCon San Francisco
www.qconsf.com
WHY RAM?WHY RAM?
W W W
Identical Cache
W W W
Broadcast Invalidation
MC
MC
HASH(key)
W DB
1G RAM 4G RAM
32bit OS!
W DB
4G RAM 4G RAM
Filled Empty
RAM Slots
W
DB
16G RAM
4G RAM
W
W W
ENTER FLASHENTER FLASH
FLASH! NOT JUST FOR HEAVYFLASH! NOT JUST FOR HEAVY
MACHINERYMACHINERY
X25-M 80G IOPS: 35k read, 300 write
X25-E 64G IOPS: 35k read, 3300 write
V
LB
RAM cache!
Sticky L7
V
V
V
LB
Flash Cache!
Sticky L7
V
V X25-E
X25-E
BAM!BAM! CDNCDN
GOOD (ENOUGH) SSD'S AREGOOD (ENOUGH) SSD'S ARE
EVERYWHEREEVERYWHERE
TRADEOFFSTRADEOFFS
Moneta [SET]
REND MC
STORE
Moneta [MISS]
REND MC
STORE
Moneta [MISS]
REND MC
STORE
Moneta [MISS]
REND MC
STORE
CACHE -> DB -> DBCACHE -> DB -> DB
ARE SMALL ITEMS VALUABLE ON DISKARE SMALL ITEMS VALUABLE ON DISK
CACHE?CACHE?
NO.NO.
MEMCACHED EXTSTOREMEMCACHED EXTSTORE
RAM DISK
* metadata
* key
* pointer
* metadata
* key
* value
RAM
HEAD
TAIL
Write Buffer
DISK
Bad: Still limited by RAM.
Good: Much less writing, consistent reads.
WORKLOADSWORKLOADS
ML facts / computed data / templated data
Sessions :P
Saving the 50% of RAM used in 8k+ items
FUTUREFUTURE
JBOD [JUST A BUNCH OFJBOD [JUST A BUNCH OF
DEVICES]DEVICES]
memcached -o
ext_path=/m/f:64g,ext_path=/m2/f:64g
TIERED STORAGETIERED STORAGE
github.com/memcached/memcached/pull/432
ext_path=/m/f:64g:compact
ext_path=/m/f:64g:lowttl
PERSISTENT MEMORYPERSISTENT MEMORY
HTABLE VALUES
WRAP UP: PERFORMANCEWRAP UP: PERFORMANCE
99
THANKS!THANKS!
memcached.org/blog
@dormando
github.com/memcached/memcached/wiki/Extstore
Watch the video with slide
synchronization on InfoQ.com!
https://www.infoq.com/presentations/
nvme-cache

Más contenido relacionado

Similar a Caching Beyond RAM: The Case for NVMe

ARAI How to Preserve and Provide 4K Contents Online
ARAI How to Preserve and Provide 4K Contents OnlineARAI How to Preserve and Provide 4K Contents Online
ARAI How to Preserve and Provide 4K Contents OnlineFIAT/IFTA
 
When and How to Win with New Programming Languages
When and How to Win with New Programming LanguagesWhen and How to Win with New Programming Languages
When and How to Win with New Programming LanguagesC4Media
 
PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...
PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...
PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...Codemotion
 
PHP is the King, nodejs the prince and python the fool
PHP is the King, nodejs the prince and python the foolPHP is the King, nodejs the prince and python the fool
PHP is the King, nodejs the prince and python the foolAlessandro Cinelli (cirpo)
 
SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...
SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...
SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...South Tyrol Free Software Conference
 
DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012
DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012
DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012Amazon Web Services
 
The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...
The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...
The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...HostedbyConfluent
 
The Future of Operating Systems on RISC-V
The Future of Operating Systems on RISC-VThe Future of Operating Systems on RISC-V
The Future of Operating Systems on RISC-VC4Media
 
Cincom Smalltalk Roadmap ESUG 2013
Cincom Smalltalk Roadmap ESUG 2013Cincom Smalltalk Roadmap ESUG 2013
Cincom Smalltalk Roadmap ESUG 2013ESUG
 
BizTalk 2016: The T-Rex has new specs
BizTalk 2016: The T-Rex has new specsBizTalk 2016: The T-Rex has new specs
BizTalk 2016: The T-Rex has new specsPieter Vandenheede
 
Rocking mongo db on the cloud
Rocking mongo db on the cloudRocking mongo db on the cloud
Rocking mongo db on the cloudMongoDB
 
My slides from the North American Collaboration Summit on ACS
My slides from the North American Collaboration Summit on ACSMy slides from the North American Collaboration Summit on ACS
My slides from the North American Collaboration Summit on ACSRick Van Rousselt
 
Tumblr - Bits to Gifs
Tumblr - Bits to GifsTumblr - Bits to Gifs
Tumblr - Bits to GifsC4Media
 
Podcasting & Vodcasting 101
Podcasting & Vodcasting 101Podcasting & Vodcasting 101
Podcasting & Vodcasting 101Emily Lewis
 
Immutable Infrastructure: Rise of the Machine Images
Immutable Infrastructure: Rise of the Machine ImagesImmutable Infrastructure: Rise of the Machine Images
Immutable Infrastructure: Rise of the Machine ImagesC4Media
 
Life beyond Java 8
Life beyond Java 8Life beyond Java 8
Life beyond Java 8C4Media
 
SUGCON 2015: Docker Containers and Sitecore
SUGCON 2015: Docker Containers and Sitecore SUGCON 2015: Docker Containers and Sitecore
SUGCON 2015: Docker Containers and Sitecore Vasiliy Fomichev
 
Arai to establish sophisticated 4 k and 8k workflows through the cases of nhk
Arai to establish sophisticated 4 k and 8k workflows through the cases of nhkArai to establish sophisticated 4 k and 8k workflows through the cases of nhk
Arai to establish sophisticated 4 k and 8k workflows through the cases of nhkFIAT/IFTA
 
IBM SAN Volume Controller Performance Analysis
IBM SAN Volume Controller Performance AnalysisIBM SAN Volume Controller Performance Analysis
IBM SAN Volume Controller Performance Analysisbrettallison
 
The best of Windows Server 2016 - Thomas Maurer
 The best of Windows Server 2016 - Thomas Maurer The best of Windows Server 2016 - Thomas Maurer
The best of Windows Server 2016 - Thomas MaurerITCamp
 

Similar a Caching Beyond RAM: The Case for NVMe (20)

ARAI How to Preserve and Provide 4K Contents Online
ARAI How to Preserve and Provide 4K Contents OnlineARAI How to Preserve and Provide 4K Contents Online
ARAI How to Preserve and Provide 4K Contents Online
 
When and How to Win with New Programming Languages
When and How to Win with New Programming LanguagesWhen and How to Win with New Programming Languages
When and How to Win with New Programming Languages
 
PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...
PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...
PHP is the king, nodejs is the prince and Python is the fool - Alessandro Cin...
 
PHP is the King, nodejs the prince and python the fool
PHP is the King, nodejs the prince and python the foolPHP is the King, nodejs the prince and python the fool
PHP is the King, nodejs the prince and python the fool
 
SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...
SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...
SFScon18 - Roberto Innocenti - Open Hardware PowerPC Notebook disclose the mo...
 
DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012
DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012
DAT203 Optimizing Your MongoDB Database on AWS - AWS re: Invent 2012
 
The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...
The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...
The Details That Matter: Kafka in Production, at Scale with Or Arnon and Elad...
 
The Future of Operating Systems on RISC-V
The Future of Operating Systems on RISC-VThe Future of Operating Systems on RISC-V
The Future of Operating Systems on RISC-V
 
Cincom Smalltalk Roadmap ESUG 2013
Cincom Smalltalk Roadmap ESUG 2013Cincom Smalltalk Roadmap ESUG 2013
Cincom Smalltalk Roadmap ESUG 2013
 
BizTalk 2016: The T-Rex has new specs
BizTalk 2016: The T-Rex has new specsBizTalk 2016: The T-Rex has new specs
BizTalk 2016: The T-Rex has new specs
 
Rocking mongo db on the cloud
Rocking mongo db on the cloudRocking mongo db on the cloud
Rocking mongo db on the cloud
 
My slides from the North American Collaboration Summit on ACS
My slides from the North American Collaboration Summit on ACSMy slides from the North American Collaboration Summit on ACS
My slides from the North American Collaboration Summit on ACS
 
Tumblr - Bits to Gifs
Tumblr - Bits to GifsTumblr - Bits to Gifs
Tumblr - Bits to Gifs
 
Podcasting & Vodcasting 101
Podcasting & Vodcasting 101Podcasting & Vodcasting 101
Podcasting & Vodcasting 101
 
Immutable Infrastructure: Rise of the Machine Images
Immutable Infrastructure: Rise of the Machine ImagesImmutable Infrastructure: Rise of the Machine Images
Immutable Infrastructure: Rise of the Machine Images
 
Life beyond Java 8
Life beyond Java 8Life beyond Java 8
Life beyond Java 8
 
SUGCON 2015: Docker Containers and Sitecore
SUGCON 2015: Docker Containers and Sitecore SUGCON 2015: Docker Containers and Sitecore
SUGCON 2015: Docker Containers and Sitecore
 
Arai to establish sophisticated 4 k and 8k workflows through the cases of nhk
Arai to establish sophisticated 4 k and 8k workflows through the cases of nhkArai to establish sophisticated 4 k and 8k workflows through the cases of nhk
Arai to establish sophisticated 4 k and 8k workflows through the cases of nhk
 
IBM SAN Volume Controller Performance Analysis
IBM SAN Volume Controller Performance AnalysisIBM SAN Volume Controller Performance Analysis
IBM SAN Volume Controller Performance Analysis
 
The best of Windows Server 2016 - Thomas Maurer
 The best of Windows Server 2016 - Thomas Maurer The best of Windows Server 2016 - Thomas Maurer
The best of Windows Server 2016 - Thomas Maurer
 

Más de C4Media

Streaming a Million Likes/Second: Real-Time Interactions on Live Video
Streaming a Million Likes/Second: Real-Time Interactions on Live VideoStreaming a Million Likes/Second: Real-Time Interactions on Live Video
Streaming a Million Likes/Second: Real-Time Interactions on Live VideoC4Media
 
Next Generation Client APIs in Envoy Mobile
Next Generation Client APIs in Envoy MobileNext Generation Client APIs in Envoy Mobile
Next Generation Client APIs in Envoy MobileC4Media
 
Software Teams and Teamwork Trends Report Q1 2020
Software Teams and Teamwork Trends Report Q1 2020Software Teams and Teamwork Trends Report Q1 2020
Software Teams and Teamwork Trends Report Q1 2020C4Media
 
Understand the Trade-offs Using Compilers for Java Applications
Understand the Trade-offs Using Compilers for Java ApplicationsUnderstand the Trade-offs Using Compilers for Java Applications
Understand the Trade-offs Using Compilers for Java ApplicationsC4Media
 
Kafka Needs No Keeper
Kafka Needs No KeeperKafka Needs No Keeper
Kafka Needs No KeeperC4Media
 
High Performing Teams Act Like Owners
High Performing Teams Act Like OwnersHigh Performing Teams Act Like Owners
High Performing Teams Act Like OwnersC4Media
 
Does Java Need Inline Types? What Project Valhalla Can Bring to Java
Does Java Need Inline Types? What Project Valhalla Can Bring to JavaDoes Java Need Inline Types? What Project Valhalla Can Bring to Java
Does Java Need Inline Types? What Project Valhalla Can Bring to JavaC4Media
 
Service Meshes- The Ultimate Guide
Service Meshes- The Ultimate GuideService Meshes- The Ultimate Guide
Service Meshes- The Ultimate GuideC4Media
 
Shifting Left with Cloud Native CI/CD
Shifting Left with Cloud Native CI/CDShifting Left with Cloud Native CI/CD
Shifting Left with Cloud Native CI/CDC4Media
 
CI/CD for Machine Learning
CI/CD for Machine LearningCI/CD for Machine Learning
CI/CD for Machine LearningC4Media
 
Fault Tolerance at Speed
Fault Tolerance at SpeedFault Tolerance at Speed
Fault Tolerance at SpeedC4Media
 
Architectures That Scale Deep - Regaining Control in Deep Systems
Architectures That Scale Deep - Regaining Control in Deep SystemsArchitectures That Scale Deep - Regaining Control in Deep Systems
Architectures That Scale Deep - Regaining Control in Deep SystemsC4Media
 
ML in the Browser: Interactive Experiences with Tensorflow.js
ML in the Browser: Interactive Experiences with Tensorflow.jsML in the Browser: Interactive Experiences with Tensorflow.js
ML in the Browser: Interactive Experiences with Tensorflow.jsC4Media
 
Build Your Own WebAssembly Compiler
Build Your Own WebAssembly CompilerBuild Your Own WebAssembly Compiler
Build Your Own WebAssembly CompilerC4Media
 
User & Device Identity for Microservices @ Netflix Scale
User & Device Identity for Microservices @ Netflix ScaleUser & Device Identity for Microservices @ Netflix Scale
User & Device Identity for Microservices @ Netflix ScaleC4Media
 
Scaling Patterns for Netflix's Edge
Scaling Patterns for Netflix's EdgeScaling Patterns for Netflix's Edge
Scaling Patterns for Netflix's EdgeC4Media
 
Make Your Electron App Feel at Home Everywhere
Make Your Electron App Feel at Home EverywhereMake Your Electron App Feel at Home Everywhere
Make Your Electron App Feel at Home EverywhereC4Media
 
The Talk You've Been Await-ing For
The Talk You've Been Await-ing ForThe Talk You've Been Await-ing For
The Talk You've Been Await-ing ForC4Media
 
Future of Data Engineering
Future of Data EngineeringFuture of Data Engineering
Future of Data EngineeringC4Media
 
Automated Testing for Terraform, Docker, Packer, Kubernetes, and More
Automated Testing for Terraform, Docker, Packer, Kubernetes, and MoreAutomated Testing for Terraform, Docker, Packer, Kubernetes, and More
Automated Testing for Terraform, Docker, Packer, Kubernetes, and MoreC4Media
 

Más de C4Media (20)

Streaming a Million Likes/Second: Real-Time Interactions on Live Video
Streaming a Million Likes/Second: Real-Time Interactions on Live VideoStreaming a Million Likes/Second: Real-Time Interactions on Live Video
Streaming a Million Likes/Second: Real-Time Interactions on Live Video
 
Next Generation Client APIs in Envoy Mobile
Next Generation Client APIs in Envoy MobileNext Generation Client APIs in Envoy Mobile
Next Generation Client APIs in Envoy Mobile
 
Software Teams and Teamwork Trends Report Q1 2020
Software Teams and Teamwork Trends Report Q1 2020Software Teams and Teamwork Trends Report Q1 2020
Software Teams and Teamwork Trends Report Q1 2020
 
Understand the Trade-offs Using Compilers for Java Applications
Understand the Trade-offs Using Compilers for Java ApplicationsUnderstand the Trade-offs Using Compilers for Java Applications
Understand the Trade-offs Using Compilers for Java Applications
 
Kafka Needs No Keeper
Kafka Needs No KeeperKafka Needs No Keeper
Kafka Needs No Keeper
 
High Performing Teams Act Like Owners
High Performing Teams Act Like OwnersHigh Performing Teams Act Like Owners
High Performing Teams Act Like Owners
 
Does Java Need Inline Types? What Project Valhalla Can Bring to Java
Does Java Need Inline Types? What Project Valhalla Can Bring to JavaDoes Java Need Inline Types? What Project Valhalla Can Bring to Java
Does Java Need Inline Types? What Project Valhalla Can Bring to Java
 
Service Meshes- The Ultimate Guide
Service Meshes- The Ultimate GuideService Meshes- The Ultimate Guide
Service Meshes- The Ultimate Guide
 
Shifting Left with Cloud Native CI/CD
Shifting Left with Cloud Native CI/CDShifting Left with Cloud Native CI/CD
Shifting Left with Cloud Native CI/CD
 
CI/CD for Machine Learning
CI/CD for Machine LearningCI/CD for Machine Learning
CI/CD for Machine Learning
 
Fault Tolerance at Speed
Fault Tolerance at SpeedFault Tolerance at Speed
Fault Tolerance at Speed
 
Architectures That Scale Deep - Regaining Control in Deep Systems
Architectures That Scale Deep - Regaining Control in Deep SystemsArchitectures That Scale Deep - Regaining Control in Deep Systems
Architectures That Scale Deep - Regaining Control in Deep Systems
 
ML in the Browser: Interactive Experiences with Tensorflow.js
ML in the Browser: Interactive Experiences with Tensorflow.jsML in the Browser: Interactive Experiences with Tensorflow.js
ML in the Browser: Interactive Experiences with Tensorflow.js
 
Build Your Own WebAssembly Compiler
Build Your Own WebAssembly CompilerBuild Your Own WebAssembly Compiler
Build Your Own WebAssembly Compiler
 
User & Device Identity for Microservices @ Netflix Scale
User & Device Identity for Microservices @ Netflix ScaleUser & Device Identity for Microservices @ Netflix Scale
User & Device Identity for Microservices @ Netflix Scale
 
Scaling Patterns for Netflix's Edge
Scaling Patterns for Netflix's EdgeScaling Patterns for Netflix's Edge
Scaling Patterns for Netflix's Edge
 
Make Your Electron App Feel at Home Everywhere
Make Your Electron App Feel at Home EverywhereMake Your Electron App Feel at Home Everywhere
Make Your Electron App Feel at Home Everywhere
 
The Talk You've Been Await-ing For
The Talk You've Been Await-ing ForThe Talk You've Been Await-ing For
The Talk You've Been Await-ing For
 
Future of Data Engineering
Future of Data EngineeringFuture of Data Engineering
Future of Data Engineering
 
Automated Testing for Terraform, Docker, Packer, Kubernetes, and More
Automated Testing for Terraform, Docker, Packer, Kubernetes, and MoreAutomated Testing for Terraform, Docker, Packer, Kubernetes, and More
Automated Testing for Terraform, Docker, Packer, Kubernetes, and More
 

Último

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
 
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
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamUiPathCommunity
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
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
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDropbox
 
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
 
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherRemote DBA Services
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityWSO2
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...apidays
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxRemote DBA Services
 
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
 
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
 
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
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsNanddeep Nachan
 
"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
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Victor Rentea
 
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
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native ApplicationsWSO2
 

Último (20)

Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...
 
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
 
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 AmsterdamDEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
DEV meet-up UiPath Document Understanding May 7 2024 Amsterdam
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
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
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
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
 
WSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering DevelopersWSO2's API Vision: Unifying Control, Empowering Developers
WSO2's API Vision: Unifying Control, Empowering Developers
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
Apidays New York 2024 - Accelerating FinTech Innovation by Vasa Krishnan, Fin...
 
Vector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptxVector Search -An Introduction in Oracle Database 23ai.pptx
Vector Search -An Introduction in Oracle Database 23ai.pptx
 
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
 
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)
 
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
 
MS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectorsMS Copilot expands with MS Graph connectors
MS Copilot expands with MS Graph connectors
 
"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 ...
 
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024Finding Java's Hidden Performance Traps @ DevoxxUK 2024
Finding Java's Hidden Performance Traps @ DevoxxUK 2024
 
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
 
Architecting Cloud Native Applications
Architecting Cloud Native ApplicationsArchitecting Cloud Native Applications
Architecting Cloud Native Applications
 

Caching Beyond RAM: The Case for NVMe