SlideShare a Scribd company logo

Filesystem I/O From a Database Perspective

•
•
Selena Deckelmann
Selena Deckelmann

Presented by Gabrielle Roth and Selena Deckelmann at the Linux Plumbers Conference in Portland, OR on September 18, 2008. Talk focused on assumptions that administrators make about filesystem performance on Linux, and presents three surprising results from the tests. Authors are presenting further work from this testing at PostgreSQL Conference West 2008, in October.

TechnologyNews & Politics
1 of 51
Download to read offline
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective
Filesystem I/O From a Database Perspective

Recommended

What Assumptions Make: Filesystem I/O from a database perspective
What Assumptions Make: Filesystem I/O from a database perspectiveWhat Assumptions Make: Filesystem I/O from a database perspective
What Assumptions Make: Filesystem I/O from a database perspectiveSelena Deckelmann
 
While we're here, let's fix computer science education
While we're here, let's fix computer science educationWhile we're here, let's fix computer science education
While we're here, let's fix computer science educationSelena Deckelmann
 
Version Control for mere and freelance mortals
Version Control for mere and freelance mortalsVersion Control for mere and freelance mortals
Version Control for mere and freelance mortalsEmma Jane Hogbin Westby
 
Getting a CLUE at the Command Line
Getting a CLUE at the Command LineGetting a CLUE at the Command Line
Getting a CLUE at the Command LineEmma Jane Hogbin Westby
 
Tachyon-2014-11-21-amp-camp5
Tachyon-2014-11-21-amp-camp5Tachyon-2014-11-21-amp-camp5
Tachyon-2014-11-21-amp-camp5Haoyuan Li
 
The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...
The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...
The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...Spark Summit
 
Open Stack Cheat Sheet V1
Open Stack Cheat Sheet V1Open Stack Cheat Sheet V1
Open Stack Cheat Sheet V1Anuchit Chalothorn
 
Linux Filesystems, RAID, and more
Linux Filesystems, RAID, and moreLinux Filesystems, RAID, and more
Linux Filesystems, RAID, and moreMark Wong
 

Recommended

What Assumptions Make: Filesystem I/O from a database perspective
What Assumptions Make: Filesystem I/O from a database perspectiveWhat Assumptions Make: Filesystem I/O from a database perspective
What Assumptions Make: Filesystem I/O from a database perspectiveSelena Deckelmann
 
While we're here, let's fix computer science education
While we're here, let's fix computer science educationWhile we're here, let's fix computer science education
While we're here, let's fix computer science educationSelena Deckelmann
 
Version Control for mere and freelance mortals
Version Control for mere and freelance mortalsVersion Control for mere and freelance mortals
Version Control for mere and freelance mortalsEmma Jane Hogbin Westby
 
Getting a CLUE at the Command Line
Getting a CLUE at the Command LineGetting a CLUE at the Command Line
Getting a CLUE at the Command LineEmma Jane Hogbin Westby
 
Tachyon-2014-11-21-amp-camp5
Tachyon-2014-11-21-amp-camp5Tachyon-2014-11-21-amp-camp5
Tachyon-2014-11-21-amp-camp5Haoyuan Li
 
The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...
The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...
The Little Warehouse That Couldn't Or: How We Learned to Stop Worrying and Mo...Spark Summit
 
Open Stack Cheat Sheet V1
Open Stack Cheat Sheet V1Open Stack Cheat Sheet V1
Open Stack Cheat Sheet V1Anuchit Chalothorn
 
Linux Filesystems, RAID, and more
Linux Filesystems, RAID, and moreLinux Filesystems, RAID, and more
Linux Filesystems, RAID, and moreMark Wong
 
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...Spark Summit
 
The Hot Rod Protocol in Infinispan
The Hot Rod Protocol in InfinispanThe Hot Rod Protocol in Infinispan
The Hot Rod Protocol in InfinispanGalder Zamarreño
 
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDSAccelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDSCeph Community
 
Advanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
Advanced Data Retrieval and Analytics with Apache Spark and Openstack SwiftAdvanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
Advanced Data Retrieval and Analytics with Apache Spark and Openstack SwiftDaniel Krook
 
Scaling up genomic analysis with ADAM
Scaling up genomic analysis with ADAMScaling up genomic analysis with ADAM
Scaling up genomic analysis with ADAMfnothaft
 
ELC-E 2010: The Right Approach to Minimal Boot Times
ELC-E 2010: The Right Approach to Minimal Boot TimesELC-E 2010: The Right Approach to Minimal Boot Times
ELC-E 2010: The Right Approach to Minimal Boot Timesandrewmurraympc
 
Velox: Models in Action
Velox: Models in ActionVelox: Models in Action
Velox: Models in ActionDan Crankshaw
 
Naïveté vs. Experience
Naïveté vs. ExperienceNaïveté vs. Experience
Naïveté vs. ExperienceMike Fogus
 
SparkR: Enabling Interactive Data Science at Scale
SparkR: Enabling Interactive Data Science at ScaleSparkR: Enabling Interactive Data Science at Scale
SparkR: Enabling Interactive Data Science at Scalejeykottalam
 
SampleClean: Bringing Data Cleaning into the BDAS Stack
SampleClean: Bringing Data Cleaning into the BDAS StackSampleClean: Bringing Data Cleaning into the BDAS Stack
SampleClean: Bringing Data Cleaning into the BDAS Stackjeykottalam
 
Lab 5: Interconnecting a Datacenter using Mininet
Lab 5: Interconnecting a Datacenter using MininetLab 5: Interconnecting a Datacenter using Mininet
Lab 5: Interconnecting a Datacenter using MininetZubair Nabi
 
A Curious Course on Coroutines and Concurrency
A Curious Course on Coroutines and ConcurrencyA Curious Course on Coroutines and Concurrency
A Curious Course on Coroutines and ConcurrencyDavid Beazley (Dabeaz LLC)
 
OpenStack Cheat Sheet V2
OpenStack Cheat Sheet V2OpenStack Cheat Sheet V2
OpenStack Cheat Sheet V2Anuchit Chalothorn
 
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)Spark Summit
 
Best Practices for Virtualizing Apache Hadoop
Best Practices for Virtualizing Apache HadoopBest Practices for Virtualizing Apache Hadoop
Best Practices for Virtualizing Apache HadoopHortonworks
 
Python in Action (Part 2)
Python in Action (Part 2)Python in Action (Part 2)
Python in Action (Part 2)David Beazley (Dabeaz LLC)
 
In Search of the Perfect Global Interpreter Lock
In Search of the Perfect Global Interpreter LockIn Search of the Perfect Global Interpreter Lock
In Search of the Perfect Global Interpreter LockDavid Beazley (Dabeaz LLC)
 
Introduction to Docker by Adrian Mouat
Introduction to Docker by Adrian MouatIntroduction to Docker by Adrian Mouat
Introduction to Docker by Adrian MouatContainer Solutions
 
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)Thomas Graf
 
Infinispan for Dummies
Infinispan for DummiesInfinispan for Dummies
Infinispan for DummiesGalder Zamarreño
 
Algorithms are Recipes
Algorithms are RecipesAlgorithms are Recipes
Algorithms are RecipesSelena Deckelmann
 
Hire the right way
Hire the right wayHire the right way
Hire the right waySelena Deckelmann
 

More Related Content

Viewers also liked

Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...Spark Summit
 
The Hot Rod Protocol in Infinispan
The Hot Rod Protocol in InfinispanThe Hot Rod Protocol in Infinispan
The Hot Rod Protocol in InfinispanGalder Zamarreño
 
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDSAccelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDSCeph Community
 
Advanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
Advanced Data Retrieval and Analytics with Apache Spark and Openstack SwiftAdvanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
Advanced Data Retrieval and Analytics with Apache Spark and Openstack SwiftDaniel Krook
 
Scaling up genomic analysis with ADAM
Scaling up genomic analysis with ADAMScaling up genomic analysis with ADAM
Scaling up genomic analysis with ADAMfnothaft
 
ELC-E 2010: The Right Approach to Minimal Boot Times
ELC-E 2010: The Right Approach to Minimal Boot TimesELC-E 2010: The Right Approach to Minimal Boot Times
ELC-E 2010: The Right Approach to Minimal Boot Timesandrewmurraympc
 
Velox: Models in Action
Velox: Models in ActionVelox: Models in Action
Velox: Models in ActionDan Crankshaw
 
Naïveté vs. Experience
Naïveté vs. ExperienceNaïveté vs. Experience
Naïveté vs. ExperienceMike Fogus
 
SparkR: Enabling Interactive Data Science at Scale
SparkR: Enabling Interactive Data Science at ScaleSparkR: Enabling Interactive Data Science at Scale
SparkR: Enabling Interactive Data Science at Scalejeykottalam
 
SampleClean: Bringing Data Cleaning into the BDAS Stack
SampleClean: Bringing Data Cleaning into the BDAS StackSampleClean: Bringing Data Cleaning into the BDAS Stack
SampleClean: Bringing Data Cleaning into the BDAS Stackjeykottalam
 
Lab 5: Interconnecting a Datacenter using Mininet
Lab 5: Interconnecting a Datacenter using MininetLab 5: Interconnecting a Datacenter using Mininet
Lab 5: Interconnecting a Datacenter using MininetZubair Nabi
 
A Curious Course on Coroutines and Concurrency
A Curious Course on Coroutines and ConcurrencyA Curious Course on Coroutines and Concurrency
A Curious Course on Coroutines and ConcurrencyDavid Beazley (Dabeaz LLC)
 
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)Spark Summit
 
Best Practices for Virtualizing Apache Hadoop
Best Practices for Virtualizing Apache HadoopBest Practices for Virtualizing Apache Hadoop
Best Practices for Virtualizing Apache HadoopHortonworks
 
In Search of the Perfect Global Interpreter Lock
In Search of the Perfect Global Interpreter LockIn Search of the Perfect Global Interpreter Lock
In Search of the Perfect Global Interpreter LockDavid Beazley (Dabeaz LLC)
 
Introduction to Docker by Adrian Mouat
Introduction to Docker by Adrian MouatIntroduction to Docker by Adrian Mouat
Introduction to Docker by Adrian MouatContainer Solutions
 
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)Thomas Graf
 

Viewers also liked (20)

Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
Lessons Learned with Spark at the US Patent & Trademark Office-(Christopher B...
 
The Hot Rod Protocol in Infinispan
The Hot Rod Protocol in InfinispanThe Hot Rod Protocol in Infinispan
The Hot Rod Protocol in Infinispan
 
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDSAccelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
Accelerating Cassandra Workloads on Ceph with All-Flash PCIE SSDS
 
Advanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
Advanced Data Retrieval and Analytics with Apache Spark and Openstack SwiftAdvanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
Advanced Data Retrieval and Analytics with Apache Spark and Openstack Swift
 
Scaling up genomic analysis with ADAM
Scaling up genomic analysis with ADAMScaling up genomic analysis with ADAM
Scaling up genomic analysis with ADAM
 
ELC-E 2010: The Right Approach to Minimal Boot Times
ELC-E 2010: The Right Approach to Minimal Boot TimesELC-E 2010: The Right Approach to Minimal Boot Times
ELC-E 2010: The Right Approach to Minimal Boot Times
 
Velox: Models in Action
Velox: Models in ActionVelox: Models in Action
Velox: Models in Action
 
Naïveté vs. Experience
Naïveté vs. ExperienceNaïveté vs. Experience
Naïveté vs. Experience
 
SparkR: Enabling Interactive Data Science at Scale
SparkR: Enabling Interactive Data Science at ScaleSparkR: Enabling Interactive Data Science at Scale
SparkR: Enabling Interactive Data Science at Scale
 
SampleClean: Bringing Data Cleaning into the BDAS Stack
SampleClean: Bringing Data Cleaning into the BDAS StackSampleClean: Bringing Data Cleaning into the BDAS Stack
SampleClean: Bringing Data Cleaning into the BDAS Stack
 
Lab 5: Interconnecting a Datacenter using Mininet
Lab 5: Interconnecting a Datacenter using MininetLab 5: Interconnecting a Datacenter using Mininet
Lab 5: Interconnecting a Datacenter using Mininet
 
A Curious Course on Coroutines and Concurrency
A Curious Course on Coroutines and ConcurrencyA Curious Course on Coroutines and Concurrency
A Curious Course on Coroutines and Concurrency
 
OpenStack Cheat Sheet V2
OpenStack Cheat Sheet V2OpenStack Cheat Sheet V2
OpenStack Cheat Sheet V2
 
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
Spark on Mesos-A Deep Dive-(Dean Wampler and Tim Chen, Typesafe and Mesosphere)
 
Best Practices for Virtualizing Apache Hadoop
Best Practices for Virtualizing Apache HadoopBest Practices for Virtualizing Apache Hadoop
Best Practices for Virtualizing Apache Hadoop
 
Python in Action (Part 2)
Python in Action (Part 2)Python in Action (Part 2)
Python in Action (Part 2)
 
In Search of the Perfect Global Interpreter Lock
In Search of the Perfect Global Interpreter LockIn Search of the Perfect Global Interpreter Lock
In Search of the Perfect Global Interpreter Lock
 
Introduction to Docker by Adrian Mouat
Introduction to Docker by Adrian MouatIntroduction to Docker by Adrian Mouat
Introduction to Docker by Adrian Mouat
 
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
Taking Security Groups to Ludicrous Speed with OVS (OpenStack Summit 2015)
 
Infinispan for Dummies
Infinispan for DummiesInfinispan for Dummies
Infinispan for Dummies
 

More from Selena Deckelmann

Mistakes were made - LCA 2012
Mistakes were made - LCA 2012Mistakes were made - LCA 2012
Mistakes were made - LCA 2012Selena Deckelmann
 
Postgres needs an aircraft carrier
Postgres needs an aircraft carrierPostgres needs an aircraft carrier
Postgres needs an aircraft carrierSelena Deckelmann
 
Harder, better, faster, stronger: PostgreSQL 9.1
Harder, better, faster, stronger: PostgreSQL 9.1Harder, better, faster, stronger: PostgreSQL 9.1
Harder, better, faster, stronger: PostgreSQL 9.1Selena Deckelmann
 
Letters from the open source trenches - Postgres community
Letters from the open source trenches - Postgres communityLetters from the open source trenches - Postgres community
Letters from the open source trenches - Postgres communitySelena Deckelmann
 
Own it: working with a changing open source community
Own it: working with a changing open source communityOwn it: working with a changing open source community
Own it: working with a changing open source communitySelena Deckelmann
 
Managing terabytes: When Postgres gets big
Managing terabytes: When Postgres gets bigManaging terabytes: When Postgres gets big
Managing terabytes: When Postgres gets bigSelena Deckelmann
 
Managing terabytes: When PostgreSQL gets big
Managing terabytes: When PostgreSQL gets bigManaging terabytes: When PostgreSQL gets big
Managing terabytes: When PostgreSQL gets bigSelena Deckelmann
 
How a bunch of normal people Used Technology To Repair a Rigged Election
How a bunch of normal people Used Technology To Repair a Rigged ElectionHow a bunch of normal people Used Technology To Repair a Rigged Election
How a bunch of normal people Used Technology To Repair a Rigged ElectionSelena Deckelmann
 
Open Source Bridge Opening Day
Open Source Bridge Opening DayOpen Source Bridge Opening Day
Open Source Bridge Opening DaySelena Deckelmann
 

More from Selena Deckelmann (20)

Algorithms are Recipes
Algorithms are RecipesAlgorithms are Recipes
Algorithms are Recipes
 
Hire the right way
Hire the right wayHire the right way
Hire the right way
 
Mistakes were made - LCA 2012
Mistakes were made - LCA 2012Mistakes were made - LCA 2012
Mistakes were made - LCA 2012
 
Pg92 HA, LCA 2012, Ballarat
Pg92 HA, LCA 2012, BallaratPg92 HA, LCA 2012, Ballarat
Pg92 HA, LCA 2012, Ballarat
 
Managing terabytes
Managing terabytesManaging terabytes
Managing terabytes
 
Mistakes were made
Mistakes were madeMistakes were made
Mistakes were made
 
Postgres needs an aircraft carrier
Postgres needs an aircraft carrierPostgres needs an aircraft carrier
Postgres needs an aircraft carrier
 
Mistakes were made
Mistakes were madeMistakes were made
Mistakes were made
 
Harder, better, faster, stronger: PostgreSQL 9.1
Harder, better, faster, stronger: PostgreSQL 9.1Harder, better, faster, stronger: PostgreSQL 9.1
Harder, better, faster, stronger: PostgreSQL 9.1
 
How to ask for money
How to ask for moneyHow to ask for money
How to ask for money
 
Letters from the open source trenches - Postgres community
Letters from the open source trenches - Postgres communityLetters from the open source trenches - Postgres community
Letters from the open source trenches - Postgres community
 
Own it: working with a changing open source community
Own it: working with a changing open source communityOwn it: working with a changing open source community
Own it: working with a changing open source community
 
Managing terabytes: When Postgres gets big
Managing terabytes: When Postgres gets bigManaging terabytes: When Postgres gets big
Managing terabytes: When Postgres gets big
 
Managing terabytes: When PostgreSQL gets big
Managing terabytes: When PostgreSQL gets bigManaging terabytes: When PostgreSQL gets big
Managing terabytes: When PostgreSQL gets big
 
Pdxpugday2010 pg90
Pdxpugday2010 pg90Pdxpugday2010 pg90
Pdxpugday2010 pg90
 
Making Software Communities
Making Software CommunitiesMaking Software Communities
Making Software Communities
 
Illustrated buffer cache
Illustrated buffer cacheIllustrated buffer cache
Illustrated buffer cache
 
Bucardo
BucardoBucardo
Bucardo
 
How a bunch of normal people Used Technology To Repair a Rigged Election
How a bunch of normal people Used Technology To Repair a Rigged ElectionHow a bunch of normal people Used Technology To Repair a Rigged Election
How a bunch of normal people Used Technology To Repair a Rigged Election
 
Open Source Bridge Opening Day
Open Source Bridge Opening DayOpen Source Bridge Opening Day
Open Source Bridge Opening Day
 

Recently uploaded

How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
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
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
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
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
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
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxLoriGlavin3
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
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
 
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
 
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
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
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
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationSlibray Presentation
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESmohitsingh558521
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 

Recently uploaded (20)

How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
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
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
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
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
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
 
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptxA Deep Dive on Passkeys: FIDO Paris Seminar.pptx
A Deep Dive on Passkeys: FIDO Paris Seminar.pptx
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
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
 
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
 
From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.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
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
Connect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck PresentationConnect Wave/ connectwave Pitch Deck Presentation
Connect Wave/ connectwave Pitch Deck Presentation
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web