SlideShare a Scribd company logo
1 of 27
ThoughtForge.net
Noel King – 10 July 2013
CloudStack
enabled
Continuous
Delivery
ThoughtForge.net
Me
• Software engineer at Paddy
Power
• Develop a PAAS solution for
development teams
• Primarily Java developer
• Mentor at CoderDojo
ThoughtForge.net
Agile
ThoughtForge.net
Lets review Dev process
ThoughtForge.net
Dev now focused on single user
story
ThoughtForge.net
User story demo
ThoughtForge.net
2 … n weeks later
regression testing .. and
then …
Think we have a major performance
issue
ThoughtForge.net
Developer reaction!
ThoughtForge.net
Yes fixed it quickly!
ThoughtForge.net
Great its go live day
ThoughtForge.net
Or its …
ThoughtForge.net
Observations
• Business & Developers >
Product to market quicker
• Go Lives still to big and risky
• Production application
monitoring inadequate
ThoughtForge.net
Could we do better – Behavioral
change
• Automated testing
• Automate environment provisioning
• Smaller incremental releasing
• Implement proper application
monitoring
• Blue / Green releasing
ThoughtForge.net
Use Case
haproxy > tomcat > mysql > app
dynamics
ThoughtForge.net
Continuous Delivery
Part 1:
Automate environment
provisioning
ThoughtForge.net
Automation with
Cloudstack
• Create new VM’s as required
• Bootstrap VM’s with the necessary
role
• Update firewall rules as necessary
• Scale based on demand
• Automatically rebuild failed
instances
ThoughtForge.net
Continuous Delivery
Part 2:
Orchestrate release management
ThoughtForge.net
Let’s automate from
Check-in to Production
• Jenkins Build Pipeline plugin manages from
check-in through to production
– Unit tests
– Integration test
– Sonar
– Artifactory
– Acceptance
– Performance
– Live
• Every check-in is release candidate
ThoughtForge.net
The must haves
• Set version number and create new git
branch
• Compile and run unit tests with Maven
• Clone workspace for other jobs
• Run integration tests with Maven
• Run sonar analysis
• Publish binary to artifactory
• Failed tests / Inadequate test coverage
/ Sonar alerts break build
ThoughtForge.net
Acceptance + Performance
• Python Script
– Create a new server with
Cloudstack API
– Retrieve IP address from
Cloudstack API
• Chef – bootstrap server with
role
• Binaries from artifactory
• Run acceptance tests using maven
ThoughtForge.net
Sample CloudStack API
Call in Jenkins
import urllib
obj =
eval(urllib.urlopen("http://192.168.1.110:8096/c
lient/api?command=deployVirtualMachine&zo
neid=98c822f1-ef7a-4f57-8bce-
bf955779e5f7&templateId=92c2d4ae-f2b9-4028-
a331-
d1b77cba6f74&hypervisor=KVM&serviceOffering
Id=15ed9345-9e6d-43ec-8508-
186a261b30f7&displayname=acceptance-
test&name=acceptanc-
test&response=json").read());deployVirtualMachine
ThoughtForge.net
Live
• Authorised promotion only
• Can only be promoted if all
previous steps in the pipeline
pass
• SSH onto production server and
run a chef-client
ThoughtForge.net
Kick ass App monitoring
App Dynamics
ThoughtForge.net
Chef
"run_list": [
"recipe[mysql::server]",
"recipe[mysql::runInitSql]",
"recipe[java]",
"recipe[appdynamicslite]",
"recipe[tomcat]",
"recipe[tomcat::jndi]",
"recipe[tomcat::deployWar]",
"recipe[haproxy]"
]
ThoughtForge.net
Why stop here, what’s
next?
• Logstash
• Auto scheduled scaling
• Knife cloudstack
• Jenkins jclouds plugin
Maybe cache service
– Memcached
ThoughtForge.net
Questions
ThoughtForge.net
NEED YOUR VOTE
Vote for CoderDojo at
www.azuredevs.co
m

More Related Content

What's hot

QConSP 2014 - Continuous Delivery - Part 03 - Continuous Integration
QConSP 2014 - Continuous Delivery - Part 03 - Continuous IntegrationQConSP 2014 - Continuous Delivery - Part 03 - Continuous Integration
QConSP 2014 - Continuous Delivery - Part 03 - Continuous Integration
Rodrigo Russo
 

What's hot (20)

CloudSkew Architecture
CloudSkew ArchitectureCloudSkew Architecture
CloudSkew Architecture
 
Automating it management with Puppet + ServiceNow
Automating it management with Puppet + ServiceNowAutomating it management with Puppet + ServiceNow
Automating it management with Puppet + ServiceNow
 
Octopus Deploy @Erie Day of Code
Octopus Deploy @Erie Day of CodeOctopus Deploy @Erie Day of Code
Octopus Deploy @Erie Day of Code
 
Using JHipster for generating Angular/Spring Boot apps
Using JHipster for generating Angular/Spring Boot appsUsing JHipster for generating Angular/Spring Boot apps
Using JHipster for generating Angular/Spring Boot apps
 
Fluo CICD OpenStack Summit
Fluo CICD OpenStack SummitFluo CICD OpenStack Summit
Fluo CICD OpenStack Summit
 
Continuous delivery in Qbon
Continuous delivery  in QbonContinuous delivery  in Qbon
Continuous delivery in Qbon
 
Engineering Tools at Netflix: Enabling Continuous Delivery
Engineering Tools at Netflix: Enabling Continuous DeliveryEngineering Tools at Netflix: Enabling Continuous Delivery
Engineering Tools at Netflix: Enabling Continuous Delivery
 
Continuous delivery - tools and techniques
Continuous delivery - tools and techniquesContinuous delivery - tools and techniques
Continuous delivery - tools and techniques
 
Simplified Patch Management with Puppet - Oct. 2020
Simplified Patch Management with Puppet - Oct. 2020Simplified Patch Management with Puppet - Oct. 2020
Simplified Patch Management with Puppet - Oct. 2020
 
Continuous Delivery - Voxxed Days Thessaloniki 21.10.2016
Continuous Delivery - Voxxed Days Thessaloniki 21.10.2016Continuous Delivery - Voxxed Days Thessaloniki 21.10.2016
Continuous Delivery - Voxxed Days Thessaloniki 21.10.2016
 
Continuous Delivery - Devoxx Morocco 2016
Continuous Delivery - Devoxx Morocco 2016Continuous Delivery - Devoxx Morocco 2016
Continuous Delivery - Devoxx Morocco 2016
 
Continuous Delivery - Voxxed Days Cluj-Napoca 2017
Continuous Delivery - Voxxed Days Cluj-Napoca 2017Continuous Delivery - Voxxed Days Cluj-Napoca 2017
Continuous Delivery - Voxxed Days Cluj-Napoca 2017
 
Automated android testing using jenkins ci
Automated android testing using jenkins ciAutomated android testing using jenkins ci
Automated android testing using jenkins ci
 
QConSP 2014 - Continuous Delivery - Part 03 - Continuous Integration
QConSP 2014 - Continuous Delivery - Part 03 - Continuous IntegrationQConSP 2014 - Continuous Delivery - Part 03 - Continuous Integration
QConSP 2014 - Continuous Delivery - Part 03 - Continuous Integration
 
FrenchKit 2017: Server(less) Swift
FrenchKit 2017: Server(less) SwiftFrenchKit 2017: Server(less) Swift
FrenchKit 2017: Server(less) Swift
 
(GAM404) Gaming DevOps: Scopely's Continuous Deployment Pipeline | AWS re:Inv...
(GAM404) Gaming DevOps: Scopely's Continuous Deployment Pipeline | AWS re:Inv...(GAM404) Gaming DevOps: Scopely's Continuous Deployment Pipeline | AWS re:Inv...
(GAM404) Gaming DevOps: Scopely's Continuous Deployment Pipeline | AWS re:Inv...
 
Using GitLab CI
Using GitLab CIUsing GitLab CI
Using GitLab CI
 
Using Docker for Testing
Using Docker for TestingUsing Docker for Testing
Using Docker for Testing
 
ActiveLAMP Process
ActiveLAMP ProcessActiveLAMP Process
ActiveLAMP Process
 
Continuous integration in games development
Continuous integration in games developmentContinuous integration in games development
Continuous integration in games development
 

Viewers also liked

Policy Based SDN Solution for DC and Branch Office by Suresh Boddapati
Policy Based SDN Solution for DC and Branch Office by Suresh BoddapatiPolicy Based SDN Solution for DC and Branch Office by Suresh Boddapati
Policy Based SDN Solution for DC and Branch Office by Suresh Boddapati
buildacloud
 
Session 3 - CloudStack Test Automation and CI
Session 3 - CloudStack Test Automation and CISession 3 - CloudStack Test Automation and CI
Session 3 - CloudStack Test Automation and CI
tcloudcomputing-tw
 

Viewers also liked (7)

Guaranteeing Storage Performance by Mike Tutkowski
Guaranteeing Storage Performance by Mike TutkowskiGuaranteeing Storage Performance by Mike Tutkowski
Guaranteeing Storage Performance by Mike Tutkowski
 
L4-L7 services for SDN and NVF by Youcef Laribi
L4-L7 services for SDN and NVF by Youcef LaribiL4-L7 services for SDN and NVF by Youcef Laribi
L4-L7 services for SDN and NVF by Youcef Laribi
 
Jenkins, jclouds, CloudStack, and CentOS by David Nalley
Jenkins, jclouds, CloudStack, and CentOS by David NalleyJenkins, jclouds, CloudStack, and CentOS by David Nalley
Jenkins, jclouds, CloudStack, and CentOS by David Nalley
 
Policy Based SDN Solution for DC and Branch Office by Suresh Boddapati
Policy Based SDN Solution for DC and Branch Office by Suresh BoddapatiPolicy Based SDN Solution for DC and Branch Office by Suresh Boddapati
Policy Based SDN Solution for DC and Branch Office by Suresh Boddapati
 
The Future of SDN in CloudStack by Chiradeep Vittal
The Future of SDN in CloudStack by Chiradeep VittalThe Future of SDN in CloudStack by Chiradeep Vittal
The Future of SDN in CloudStack by Chiradeep Vittal
 
Session 3 - CloudStack Test Automation and CI
Session 3 - CloudStack Test Automation and CISession 3 - CloudStack Test Automation and CI
Session 3 - CloudStack Test Automation and CI
 
Intro to Zenoss by Andrew Kirch
Intro to Zenoss by Andrew KirchIntro to Zenoss by Andrew Kirch
Intro to Zenoss by Andrew Kirch
 

Similar to Cloudstack Continuous Delivery

Continuous delivery applied
Continuous delivery appliedContinuous delivery applied
Continuous delivery applied
Mike McGarr
 
From 0 to DevOps in 80 Days [Webinar Replay]
From 0 to DevOps in 80 Days [Webinar Replay]From 0 to DevOps in 80 Days [Webinar Replay]
From 0 to DevOps in 80 Days [Webinar Replay]
Dynatrace
 

Similar to Cloudstack Continuous Delivery (20)

Test parallelization using Jenkins
Test parallelization using JenkinsTest parallelization using Jenkins
Test parallelization using Jenkins
 
Unlocking the Power of ChatGPT and AI in Testing - NextSteps, presented by Ap...
Unlocking the Power of ChatGPT and AI in Testing - NextSteps, presented by Ap...Unlocking the Power of ChatGPT and AI in Testing - NextSteps, presented by Ap...
Unlocking the Power of ChatGPT and AI in Testing - NextSteps, presented by Ap...
 
PAC 2019 virtual Bruno Audoux
PAC 2019 virtual Bruno Audoux PAC 2019 virtual Bruno Audoux
PAC 2019 virtual Bruno Audoux
 
How we realized SOA by Python at PyCon JP 2015
How we realized SOA by Python at PyCon JP 2015How we realized SOA by Python at PyCon JP 2015
How we realized SOA by Python at PyCon JP 2015
 
Nginx conference 2015
Nginx conference 2015Nginx conference 2015
Nginx conference 2015
 
Atagg2015 Continuous delivery by building environment using docker
Atagg2015 Continuous delivery by building environment using dockerAtagg2015 Continuous delivery by building environment using docker
Atagg2015 Continuous delivery by building environment using docker
 
Vietnam qa meetup
Vietnam qa meetupVietnam qa meetup
Vietnam qa meetup
 
Continuous delivery applied
Continuous delivery appliedContinuous delivery applied
Continuous delivery applied
 
Getting to Walk with DevOps
Getting to Walk with DevOpsGetting to Walk with DevOps
Getting to Walk with DevOps
 
Continuous Delivery Applied (AgileDC)
Continuous Delivery Applied (AgileDC)Continuous Delivery Applied (AgileDC)
Continuous Delivery Applied (AgileDC)
 
From 0 to DevOps in 80 Days [Webinar Replay]
From 0 to DevOps in 80 Days [Webinar Replay]From 0 to DevOps in 80 Days [Webinar Replay]
From 0 to DevOps in 80 Days [Webinar Replay]
 
Continuous Integration/ Continuous Delivery of web applications
Continuous Integration/ Continuous Delivery of web applicationsContinuous Integration/ Continuous Delivery of web applications
Continuous Integration/ Continuous Delivery of web applications
 
Continuous integration / continuous delivery
Continuous integration / continuous deliveryContinuous integration / continuous delivery
Continuous integration / continuous delivery
 
Continuous delivery applied (DC CI User Group)
Continuous delivery applied (DC CI User Group)Continuous delivery applied (DC CI User Group)
Continuous delivery applied (DC CI User Group)
 
2015 jcconf-h2s-devops-practice
2015 jcconf-h2s-devops-practice2015 jcconf-h2s-devops-practice
2015 jcconf-h2s-devops-practice
 
Droidcon Spain 2016 - The Pragmatic Android Programmer: from hype to reality
 Droidcon Spain 2016 - The Pragmatic Android Programmer: from hype to reality Droidcon Spain 2016 - The Pragmatic Android Programmer: from hype to reality
Droidcon Spain 2016 - The Pragmatic Android Programmer: from hype to reality
 
improving the performance of Rails web Applications
improving the performance of Rails web Applicationsimproving the performance of Rails web Applications
improving the performance of Rails web Applications
 
Continuous integration / continuous delivery of web applications, Eugen Kuzmi...
Continuous integration / continuous delivery of web applications, Eugen Kuzmi...Continuous integration / continuous delivery of web applications, Eugen Kuzmi...
Continuous integration / continuous delivery of web applications, Eugen Kuzmi...
 
Infrastructure as Code for Network
Infrastructure as Code for NetworkInfrastructure as Code for Network
Infrastructure as Code for Network
 
Performance Testing using Real Browsers with JMeter & Webdriver
Performance Testing using Real Browsers with JMeter & WebdriverPerformance Testing using Real Browsers with JMeter & Webdriver
Performance Testing using Real Browsers with JMeter & Webdriver
 

More from buildacloud

Cloud Application Blueprints with Apache Brooklyn by Alex Henevald
Cloud Application Blueprints with Apache Brooklyn by Alex HenevaldCloud Application Blueprints with Apache Brooklyn by Alex Henevald
Cloud Application Blueprints with Apache Brooklyn by Alex Henevald
buildacloud
 
Managing infrastructure with Application Policy by Mike Cohen
Managing infrastructure with Application Policy by Mike CohenManaging infrastructure with Application Policy by Mike Cohen
Managing infrastructure with Application Policy by Mike Cohen
buildacloud
 
Intro to Zenoss by Andrew Kirch
Intro to Zenoss by Andrew KirchIntro to Zenoss by Andrew Kirch
Intro to Zenoss by Andrew Kirch
buildacloud
 
State of the cloud by reuven cohen
State of the cloud by reuven cohenState of the cloud by reuven cohen
State of the cloud by reuven cohen
buildacloud
 
Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...
Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...
Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...
buildacloud
 
Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski
Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski
Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski
buildacloud
 
CloudStack University by Sebastien Goasguen
CloudStack University by Sebastien GoasguenCloudStack University by Sebastien Goasguen
CloudStack University by Sebastien Goasguen
buildacloud
 
Building Scalable, Resilient Infrastructure on CloudStack by Sebastian Stadil
Building Scalable, Resilient Infrastructure on CloudStack by Sebastian StadilBuilding Scalable, Resilient Infrastructure on CloudStack by Sebastian Stadil
Building Scalable, Resilient Infrastructure on CloudStack by Sebastian Stadil
buildacloud
 
BtrCloud CloudStack Plugin
BtrCloud CloudStack PluginBtrCloud CloudStack Plugin
BtrCloud CloudStack Plugin
buildacloud
 
UShareSoft Image Management for CloudStack
UShareSoft Image Management for CloudStackUShareSoft Image Management for CloudStack
UShareSoft Image Management for CloudStack
buildacloud
 
INRIA continuous integration plaftorm
INRIA continuous integration plaftormINRIA continuous integration plaftorm
INRIA continuous integration plaftorm
buildacloud
 

More from buildacloud (20)

Cloud Application Blueprints with Apache Brooklyn by Alex Henevald
Cloud Application Blueprints with Apache Brooklyn by Alex HenevaldCloud Application Blueprints with Apache Brooklyn by Alex Henevald
Cloud Application Blueprints with Apache Brooklyn by Alex Henevald
 
Introduction to Apache CloudStack by David Nalley
Introduction to Apache CloudStack by David NalleyIntroduction to Apache CloudStack by David Nalley
Introduction to Apache CloudStack by David Nalley
 
Managing infrastructure with Application Policy by Mike Cohen
Managing infrastructure with Application Policy by Mike CohenManaging infrastructure with Application Policy by Mike Cohen
Managing infrastructure with Application Policy by Mike Cohen
 
Intro to Zenoss by Andrew Kirch
Intro to Zenoss by Andrew KirchIntro to Zenoss by Andrew Kirch
Intro to Zenoss by Andrew Kirch
 
Monitoring CloudStack in context with Converged Infrastructure by Mike Turnlund
Monitoring CloudStack in context with Converged Infrastructure by Mike TurnlundMonitoring CloudStack in context with Converged Infrastructure by Mike Turnlund
Monitoring CloudStack in context with Converged Infrastructure by Mike Turnlund
 
Rest api design by george reese
Rest api design by george reeseRest api design by george reese
Rest api design by george reese
 
Enterprise grade firewall and ssl termination to ac by will stevens
Enterprise grade firewall and ssl termination to ac by will stevensEnterprise grade firewall and ssl termination to ac by will stevens
Enterprise grade firewall and ssl termination to ac by will stevens
 
State of the cloud by reuven cohen
State of the cloud by reuven cohenState of the cloud by reuven cohen
State of the cloud by reuven cohen
 
Securing Your Cloud With the Xen Hypervisor by Russell Pavlicek
Securing Your Cloud With the Xen Hypervisor by Russell PavlicekSecuring Your Cloud With the Xen Hypervisor by Russell Pavlicek
Securing Your Cloud With the Xen Hypervisor by Russell Pavlicek
 
DevCloud - Setup and Demo on Apache CloudStack
DevCloud - Setup and Demo on Apache CloudStack DevCloud - Setup and Demo on Apache CloudStack
DevCloud - Setup and Demo on Apache CloudStack
 
Cloud Network Virtualization with Juniper Contrail
Cloud Network Virtualization with Juniper ContrailCloud Network Virtualization with Juniper Contrail
Cloud Network Virtualization with Juniper Contrail
 
Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...
Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...
Ian rae panel cloud stack & cloud storage where are we at, and where do we ne...
 
Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski
Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski
Troubleshooting Strategies for CloudStack Installations by Kirk Kosinski
 
CloudStack University by Sebastien Goasguen
CloudStack University by Sebastien GoasguenCloudStack University by Sebastien Goasguen
CloudStack University by Sebastien Goasguen
 
Building Scalable, Resilient Infrastructure on CloudStack by Sebastian Stadil
Building Scalable, Resilient Infrastructure on CloudStack by Sebastian StadilBuilding Scalable, Resilient Infrastructure on CloudStack by Sebastian Stadil
Building Scalable, Resilient Infrastructure on CloudStack by Sebastian Stadil
 
SDN in CloudStack
SDN in CloudStackSDN in CloudStack
SDN in CloudStack
 
Apalia/Amysta Cloud Usage Metering and Billing
Apalia/Amysta Cloud Usage Metering and BillingApalia/Amysta Cloud Usage Metering and Billing
Apalia/Amysta Cloud Usage Metering and Billing
 
BtrCloud CloudStack Plugin
BtrCloud CloudStack PluginBtrCloud CloudStack Plugin
BtrCloud CloudStack Plugin
 
UShareSoft Image Management for CloudStack
UShareSoft Image Management for CloudStackUShareSoft Image Management for CloudStack
UShareSoft Image Management for CloudStack
 
INRIA continuous integration plaftorm
INRIA continuous integration plaftormINRIA continuous integration plaftorm
INRIA continuous integration plaftorm
 

Recently uploaded

Recently uploaded (20)

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
 
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
Apidays New York 2024 - APIs in 2030: The Risk of Technological Sleepwalk by ...
 
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
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
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...
 
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...
 
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
 
MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024MINDCTI Revenue Release Quarter One 2024
MINDCTI Revenue Release Quarter One 2024
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
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
 
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
 
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...
 
Artificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : UncertaintyArtificial Intelligence Chap.5 : Uncertainty
Artificial Intelligence Chap.5 : Uncertainty
 
DBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor PresentationDBX First Quarter 2024 Investor Presentation
DBX First Quarter 2024 Investor Presentation
 
Exploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with MilvusExploring Multimodal Embeddings with Milvus
Exploring Multimodal Embeddings with Milvus
 
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
 
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
 
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
 
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
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 

Cloudstack Continuous Delivery