SlideShare a Scribd company logo

predicting-m3-devopsconMunich-2023-v2.pptx

T
Tier1 app

1) The document discusses how monitoring micro-metrics like garbage collection logs and thread dumps can help predict production outages in applications. It provides examples of how specific micro-metrics could predict issues like memory leaks, backend slowdowns, CPU spikes, and poor response times. 2) The document also describes yCrash, a tool that captures micro-metrics every 3 minutes from applications and uses machine learning to detect potential problems and trigger full troubleshooting if an issue is forecasted. It provides open-source scripts to collect various system and application metrics for troubleshooting. 3) Real-world case studies are presented on how micro-metrics helped predict and solve issues for major financial, trading, and travel companies to prevent production

1 of 33
Download to read offline
Predicting Production Outages:
Unleashing the Power of Micro-Metrics
Ram Lakshmanan
Architect yCrash
Predicting Memory Problems
3
Memory of Healthy Application
- Full Garbage Collection Event
4
Acute Memory Leak
- Full Garbage Collection Event
5
Memory Leak
- Full Garbage Collection Event
GC Throughput
Micrometric
Source: Garbage Collection Log

Recommended

predicting-m3-devopsconMunich-2023.pptx
predicting-m3-devopsconMunich-2023.pptxpredicting-m3-devopsconMunich-2023.pptx
predicting-m3-devopsconMunich-2023.pptxTier1 app
 
Top-5-production-devconMunich-2023.pptx
Top-5-production-devconMunich-2023.pptxTop-5-production-devconMunich-2023.pptx
Top-5-production-devconMunich-2023.pptxTier1 app
 
this-is-garbage-talk-2022.pptx
this-is-garbage-talk-2022.pptxthis-is-garbage-talk-2022.pptx
this-is-garbage-talk-2022.pptxTier1 app
 
Micrometrics to forecast performance tsunamis
Micrometrics to forecast performance tsunamisMicrometrics to forecast performance tsunamis
Micrometrics to forecast performance tsunamisTier1app
 
Top-5-Performance-JaxLondon-2023.pptx
Top-5-Performance-JaxLondon-2023.pptxTop-5-Performance-JaxLondon-2023.pptx
Top-5-Performance-JaxLondon-2023.pptxTier1 app
 
millions-gc-jax-2022.pptx
millions-gc-jax-2022.pptxmillions-gc-jax-2022.pptx
millions-gc-jax-2022.pptxTier1 app
 
Micro-metrics to forecast performance tsunamis
Micro-metrics to forecast performance tsunamisMicro-metrics to forecast performance tsunamis
Micro-metrics to forecast performance tsunamisTier1 app
 
MAJOR OUTAGES IN MAJOR ENTERPRISES
MAJOR OUTAGES IN MAJOR ENTERPRISESMAJOR OUTAGES IN MAJOR ENTERPRISES
MAJOR OUTAGES IN MAJOR ENTERPRISESTier1 app
 

More Related Content

Similar to predicting-m3-devopsconMunich-2023-v2.pptx

Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...
Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...
Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...Tier1 app
 
7 habits of highly effective Performance Troubleshooters
7 habits of highly effective Performance Troubleshooters7 habits of highly effective Performance Troubleshooters
7 habits of highly effective Performance TroubleshootersTier1 app
 
7-JVM-arguments-JaxLondon-2023.pptx
7-JVM-arguments-JaxLondon-2023.pptx7-JVM-arguments-JaxLondon-2023.pptx
7-JVM-arguments-JaxLondon-2023.pptxTier1 app
 
YOW2018 Cloud Performance Root Cause Analysis at Netflix
YOW2018 Cloud Performance Root Cause Analysis at NetflixYOW2018 Cloud Performance Root Cause Analysis at Netflix
YOW2018 Cloud Performance Root Cause Analysis at NetflixBrendan Gregg
 
Real time web: is there a life without socket.io and node.js?
Real time web: is there a life without socket.io and node.js?Real time web: is there a life without socket.io and node.js?
Real time web: is there a life without socket.io and node.js?Eduard Trayan
 
3rd Generation Web Application Platforms
3rd Generation Web Application Platforms3rd Generation Web Application Platforms
3rd Generation Web Application PlatformsNaresh Chintalcheru
 
Service Mesh - Observability
Service Mesh - ObservabilityService Mesh - Observability
Service Mesh - ObservabilityAraf Karsh Hamid
 
Analyzing the Performance of Mobile Web
Analyzing the Performance of Mobile WebAnalyzing the Performance of Mobile Web
Analyzing the Performance of Mobile WebAriya Hidayat
 
Microservices with Micronaut
Microservices with MicronautMicroservices with Micronaut
Microservices with MicronautQAware GmbH
 
Circonus: Design failures - A Case Study
Circonus: Design failures - A Case StudyCirconus: Design failures - A Case Study
Circonus: Design failures - A Case StudyHeinrich Hartmann
 
Top-5-production-devconMunich-2023-v2.pptx
Top-5-production-devconMunich-2023-v2.pptxTop-5-production-devconMunich-2023-v2.pptx
Top-5-production-devconMunich-2023-v2.pptxTier1 app
 
Resistance is futile, resilience is crucial
Resistance is futile, resilience is crucialResistance is futile, resilience is crucial
Resistance is futile, resilience is crucialHristo Iliev
 
An emulation framework for IoT, Fog, and Edge Applications
An emulation framework for IoT, Fog, and Edge ApplicationsAn emulation framework for IoT, Fog, and Edge Applications
An emulation framework for IoT, Fog, and Edge ApplicationsMoysisSymeonides
 
DevOps: Find Solutions, Not More Defects
DevOps: Find Solutions, Not More DefectsDevOps: Find Solutions, Not More Defects
DevOps: Find Solutions, Not More DefectsTechWell
 
Introduction to NodeJS
Introduction to NodeJSIntroduction to NodeJS
Introduction to NodeJSUttam Aaseri
 
Solving some of the scalability problems at booking.com
Solving some of the scalability problems at booking.comSolving some of the scalability problems at booking.com
Solving some of the scalability problems at booking.comIvan Kruglov
 
How to Design a Program Repair Bot? Insights from the Repairnator Project
How to Design a Program Repair Bot? Insights from the Repairnator ProjectHow to Design a Program Repair Bot? Insights from the Repairnator Project
How to Design a Program Repair Bot? Insights from the Repairnator ProjectSimon Urli
 

Similar to predicting-m3-devopsconMunich-2023-v2.pptx (20)

Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...
Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...
Predicting Production Outages: Unleashing the Power of Micro-Metrics – ADDO C...
 
7 habits of highly effective Performance Troubleshooters
7 habits of highly effective Performance Troubleshooters7 habits of highly effective Performance Troubleshooters
7 habits of highly effective Performance Troubleshooters
 
7-JVM-arguments-JaxLondon-2023.pptx
7-JVM-arguments-JaxLondon-2023.pptx7-JVM-arguments-JaxLondon-2023.pptx
7-JVM-arguments-JaxLondon-2023.pptx
 
YOW2018 Cloud Performance Root Cause Analysis at Netflix
YOW2018 Cloud Performance Root Cause Analysis at NetflixYOW2018 Cloud Performance Root Cause Analysis at Netflix
YOW2018 Cloud Performance Root Cause Analysis at Netflix
 
Real time web: is there a life without socket.io and node.js?
Real time web: is there a life without socket.io and node.js?Real time web: is there a life without socket.io and node.js?
Real time web: is there a life without socket.io and node.js?
 
3rd Generation Web Application Platforms
3rd Generation Web Application Platforms3rd Generation Web Application Platforms
3rd Generation Web Application Platforms
 
Service Mesh - Observability
Service Mesh - ObservabilityService Mesh - Observability
Service Mesh - Observability
 
Analyzing the Performance of Mobile Web
Analyzing the Performance of Mobile WebAnalyzing the Performance of Mobile Web
Analyzing the Performance of Mobile Web
 
Microservices with Micronaut
Microservices with MicronautMicroservices with Micronaut
Microservices with Micronaut
 
Asynchronous Ruby
Asynchronous RubyAsynchronous Ruby
Asynchronous Ruby
 
Circonus: Design failures - A Case Study
Circonus: Design failures - A Case StudyCirconus: Design failures - A Case Study
Circonus: Design failures - A Case Study
 
Web Leaps Forward
Web Leaps ForwardWeb Leaps Forward
Web Leaps Forward
 
Top-5-production-devconMunich-2023-v2.pptx
Top-5-production-devconMunich-2023-v2.pptxTop-5-production-devconMunich-2023-v2.pptx
Top-5-production-devconMunich-2023-v2.pptx
 
Resistance is futile, resilience is crucial
Resistance is futile, resilience is crucialResistance is futile, resilience is crucial
Resistance is futile, resilience is crucial
 
An emulation framework for IoT, Fog, and Edge Applications
An emulation framework for IoT, Fog, and Edge ApplicationsAn emulation framework for IoT, Fog, and Edge Applications
An emulation framework for IoT, Fog, and Edge Applications
 
DevOps: Find Solutions, Not More Defects
DevOps: Find Solutions, Not More DefectsDevOps: Find Solutions, Not More Defects
DevOps: Find Solutions, Not More Defects
 
Introduction to NodeJS
Introduction to NodeJSIntroduction to NodeJS
Introduction to NodeJS
 
Temadag om-java-jamaica vm-2013-09
Temadag om-java-jamaica vm-2013-09Temadag om-java-jamaica vm-2013-09
Temadag om-java-jamaica vm-2013-09
 
Solving some of the scalability problems at booking.com
Solving some of the scalability problems at booking.comSolving some of the scalability problems at booking.com
Solving some of the scalability problems at booking.com
 
How to Design a Program Repair Bot? Insights from the Repairnator Project
How to Design a Program Repair Bot? Insights from the Repairnator ProjectHow to Design a Program Repair Bot? Insights from the Repairnator Project
How to Design a Program Repair Bot? Insights from the Repairnator Project
 

More from Tier1 app

16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE
16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE
16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLETier1 app
 
KnowAPIs-UnknownPerf-confoo-2023 (1).pptx
KnowAPIs-UnknownPerf-confoo-2023 (1).pptxKnowAPIs-UnknownPerf-confoo-2023 (1).pptx
KnowAPIs-UnknownPerf-confoo-2023 (1).pptxTier1 app
 
memory-patterns-confoo-2023.pptx
memory-patterns-confoo-2023.pptxmemory-patterns-confoo-2023.pptx
memory-patterns-confoo-2023.pptxTier1 app
 
lets-crash-apps-jax-2022.pptx
lets-crash-apps-jax-2022.pptxlets-crash-apps-jax-2022.pptx
lets-crash-apps-jax-2022.pptxTier1 app
 
‘16 artifacts’ to capture when there is a production problem
‘16 artifacts’ to capture when there is a production problem‘16 artifacts’ to capture when there is a production problem
‘16 artifacts’ to capture when there is a production problemTier1 app
 
Lets crash-applications
Lets crash-applicationsLets crash-applications
Lets crash-applicationsTier1 app
 
16 artifacts to capture when there is a production problem
16 artifacts to capture when there is a production problem16 artifacts to capture when there is a production problem
16 artifacts to capture when there is a production problemTier1 app
 
Lets crash-applications
Lets crash-applicationsLets crash-applications
Lets crash-applicationsTier1 app
 
Major outagesmajorenteprises 2021
Major outagesmajorenteprises 2021Major outagesmajorenteprises 2021
Major outagesmajorenteprises 2021Tier1 app
 
Jvm internals-1-slide
Jvm internals-1-slideJvm internals-1-slide
Jvm internals-1-slideTier1 app
 
Accelerating Incident Response To Production Outages
Accelerating Incident Response To Production OutagesAccelerating Incident Response To Production Outages
Accelerating Incident Response To Production OutagesTier1 app
 
7 jvm-arguments-Confoo
7 jvm-arguments-Confoo7 jvm-arguments-Confoo
7 jvm-arguments-ConfooTier1 app
 
7 jvm-arguments-v1
7 jvm-arguments-v17 jvm-arguments-v1
7 jvm-arguments-v1Tier1 app
 
How & why-memory-efficient?
How & why-memory-efficient?How & why-memory-efficient?
How & why-memory-efficient?Tier1 app
 
Top feedbacks
Top feedbacksTop feedbacks
Top feedbacksTier1 app
 
Shooting the troubles: Crashes, Slowdowns, CPU Spikes
Shooting the troubles: Crashes, Slowdowns, CPU SpikesShooting the troubles: Crashes, Slowdowns, CPU Spikes
Shooting the troubles: Crashes, Slowdowns, CPU SpikesTier1 app
 
Troubleshooting performanceavailabilityproblems (1)
Troubleshooting performanceavailabilityproblems (1)Troubleshooting performanceavailabilityproblems (1)
Troubleshooting performanceavailabilityproblems (1)Tier1 app
 
Gc crash course (1)
Gc crash course (1)Gc crash course (1)
Gc crash course (1)Tier1 app
 
Troubleshooting real production problems
Troubleshooting real production problemsTroubleshooting real production problems
Troubleshooting real production problemsTier1 app
 
GC Tuning & Troubleshooting Crash Course
GC Tuning & Troubleshooting Crash CourseGC Tuning & Troubleshooting Crash Course
GC Tuning & Troubleshooting Crash CourseTier1 app
 

More from Tier1 app (20)

16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE
16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE
16 ARTIFACTS TO CAPTURE WHEN YOUR CONTAINER APPLICATION IS IN TROUBLE
 
KnowAPIs-UnknownPerf-confoo-2023 (1).pptx
KnowAPIs-UnknownPerf-confoo-2023 (1).pptxKnowAPIs-UnknownPerf-confoo-2023 (1).pptx
KnowAPIs-UnknownPerf-confoo-2023 (1).pptx
 
memory-patterns-confoo-2023.pptx
memory-patterns-confoo-2023.pptxmemory-patterns-confoo-2023.pptx
memory-patterns-confoo-2023.pptx
 
lets-crash-apps-jax-2022.pptx
lets-crash-apps-jax-2022.pptxlets-crash-apps-jax-2022.pptx
lets-crash-apps-jax-2022.pptx
 
‘16 artifacts’ to capture when there is a production problem
‘16 artifacts’ to capture when there is a production problem‘16 artifacts’ to capture when there is a production problem
‘16 artifacts’ to capture when there is a production problem
 
Lets crash-applications
Lets crash-applicationsLets crash-applications
Lets crash-applications
 
16 artifacts to capture when there is a production problem
16 artifacts to capture when there is a production problem16 artifacts to capture when there is a production problem
16 artifacts to capture when there is a production problem
 
Lets crash-applications
Lets crash-applicationsLets crash-applications
Lets crash-applications
 
Major outagesmajorenteprises 2021
Major outagesmajorenteprises 2021Major outagesmajorenteprises 2021
Major outagesmajorenteprises 2021
 
Jvm internals-1-slide
Jvm internals-1-slideJvm internals-1-slide
Jvm internals-1-slide
 
Accelerating Incident Response To Production Outages
Accelerating Incident Response To Production OutagesAccelerating Incident Response To Production Outages
Accelerating Incident Response To Production Outages
 
7 jvm-arguments-Confoo
7 jvm-arguments-Confoo7 jvm-arguments-Confoo
7 jvm-arguments-Confoo
 
7 jvm-arguments-v1
7 jvm-arguments-v17 jvm-arguments-v1
7 jvm-arguments-v1
 
How & why-memory-efficient?
How & why-memory-efficient?How & why-memory-efficient?
How & why-memory-efficient?
 
Top feedbacks
Top feedbacksTop feedbacks
Top feedbacks
 
Shooting the troubles: Crashes, Slowdowns, CPU Spikes
Shooting the troubles: Crashes, Slowdowns, CPU SpikesShooting the troubles: Crashes, Slowdowns, CPU Spikes
Shooting the troubles: Crashes, Slowdowns, CPU Spikes
 
Troubleshooting performanceavailabilityproblems (1)
Troubleshooting performanceavailabilityproblems (1)Troubleshooting performanceavailabilityproblems (1)
Troubleshooting performanceavailabilityproblems (1)
 
Gc crash course (1)
Gc crash course (1)Gc crash course (1)
Gc crash course (1)
 
Troubleshooting real production problems
Troubleshooting real production problemsTroubleshooting real production problems
Troubleshooting real production problems
 
GC Tuning & Troubleshooting Crash Course
GC Tuning & Troubleshooting Crash CourseGC Tuning & Troubleshooting Crash Course
GC Tuning & Troubleshooting Crash Course
 

Recently uploaded

Reliable, Remote Computation at All Scales
Reliable, Remote Computation at All ScalesReliable, Remote Computation at All Scales
Reliable, Remote Computation at All ScalesGlobus
 
Machine Learning Basics for Dummies (no math!)
Machine Learning Basics for Dummies (no math!)Machine Learning Basics for Dummies (no math!)
Machine Learning Basics for Dummies (no math!)Dmitry Zinoviev
 
Best Practices for Data Sharing Using Globus
Best Practices for Data Sharing Using GlobusBest Practices for Data Sharing Using Globus
Best Practices for Data Sharing Using GlobusGlobus
 
From Software Development To Branding through Digital Marketing, IT Services
From Software Development To Branding through Digital Marketing, IT ServicesFrom Software Development To Branding through Digital Marketing, IT Services
From Software Development To Branding through Digital Marketing, IT ServicesAnisha Agarwal
 
Advanced Globus System Administration Topics
Advanced Globus System Administration TopicsAdvanced Globus System Administration Topics
Advanced Globus System Administration TopicsGlobus
 
LLMOps with Azure Machine Learning prompt flow
LLMOps with Azure Machine Learning prompt flowLLMOps with Azure Machine Learning prompt flow
LLMOps with Azure Machine Learning prompt flowNaoki (Neo) SATO
 
Passbolt Introduction and Usage for secret managment
Passbolt Introduction and Usage for secret managmentPassbolt Introduction and Usage for secret managment
Passbolt Introduction and Usage for secret managmentThierry Gayet
 
Building Research Applications with Globus PaaS
Building Research Applications with Globus PaaSBuilding Research Applications with Globus PaaS
Building Research Applications with Globus PaaSGlobus
 
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio, Inc.
 
Design pattern talk by Kaya Weers - 2024
Design pattern talk by Kaya Weers - 2024Design pattern talk by Kaya Weers - 2024
Design pattern talk by Kaya Weers - 2024Kaya Weers
 
Globus for System Administrators
Globus for System AdministratorsGlobus for System Administrators
Globus for System AdministratorsGlobus
 
Implementing Docker Containers with Windows Server 2019
Implementing Docker Containers with Windows Server 2019Implementing Docker Containers with Windows Server 2019
Implementing Docker Containers with Windows Server 2019VICTOR MAESTRE RAMIREZ
 
Role of DevOps in SaaS product Development.pdf.pptx
Role of DevOps in SaaS product Development.pdf.pptxRole of DevOps in SaaS product Development.pdf.pptx
Role of DevOps in SaaS product Development.pdf.pptxMindInventory
 
Introduction to Research Automation with Globus
Introduction to Research Automation with GlobusIntroduction to Research Automation with Globus
Introduction to Research Automation with GlobusGlobus
 
Cybersecurity Measures For Remote Workers.pdf
Cybersecurity Measures For Remote Workers.pdfCybersecurity Measures For Remote Workers.pdf
Cybersecurity Measures For Remote Workers.pdfCIOWomenMagazine
 
Automation for Bonterra Impact Management (fka Apricot)
Automation for Bonterra Impact Management (fka Apricot)Automation for Bonterra Impact Management (fka Apricot)
Automation for Bonterra Impact Management (fka Apricot)Jeffrey Haguewood
 
Orion Context Broker introduction 20240227
Orion Context Broker introduction 20240227Orion Context Broker introduction 20240227
Orion Context Broker introduction 20240227Fermin Galan
 
killingcamp longest common subsequence.pdf
killingcamp longest common subsequence.pdfkillingcamp longest common subsequence.pdf
killingcamp longest common subsequence.pdfssuser82c38d
 
انتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزار
انتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزارانتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزار
انتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزارsohilww
 

Recently uploaded (20)

Reliable, Remote Computation at All Scales
Reliable, Remote Computation at All ScalesReliable, Remote Computation at All Scales
Reliable, Remote Computation at All Scales
 
Machine Learning Basics for Dummies (no math!)
Machine Learning Basics for Dummies (no math!)Machine Learning Basics for Dummies (no math!)
Machine Learning Basics for Dummies (no math!)
 
Best Practices for Data Sharing Using Globus
Best Practices for Data Sharing Using GlobusBest Practices for Data Sharing Using Globus
Best Practices for Data Sharing Using Globus
 
From Software Development To Branding through Digital Marketing, IT Services
From Software Development To Branding through Digital Marketing, IT ServicesFrom Software Development To Branding through Digital Marketing, IT Services
From Software Development To Branding through Digital Marketing, IT Services
 
Advanced Globus System Administration Topics
Advanced Globus System Administration TopicsAdvanced Globus System Administration Topics
Advanced Globus System Administration Topics
 
LLMOps with Azure Machine Learning prompt flow
LLMOps with Azure Machine Learning prompt flowLLMOps with Azure Machine Learning prompt flow
LLMOps with Azure Machine Learning prompt flow
 
Passbolt Introduction and Usage for secret managment
Passbolt Introduction and Usage for secret managmentPassbolt Introduction and Usage for secret managment
Passbolt Introduction and Usage for secret managment
 
Building Research Applications with Globus PaaS
Building Research Applications with Globus PaaSBuilding Research Applications with Globus PaaS
Building Research Applications with Globus PaaS
 
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
Alluxio Monthly Webinar | Why a Multi-Cloud Strategy Matters for Your AI Plat...
 
Design pattern talk by Kaya Weers - 2024
Design pattern talk by Kaya Weers - 2024Design pattern talk by Kaya Weers - 2024
Design pattern talk by Kaya Weers - 2024
 
Globus for System Administrators
Globus for System AdministratorsGlobus for System Administrators
Globus for System Administrators
 
Implementing Docker Containers with Windows Server 2019
Implementing Docker Containers with Windows Server 2019Implementing Docker Containers with Windows Server 2019
Implementing Docker Containers with Windows Server 2019
 
Role of DevOps in SaaS product Development.pdf.pptx
Role of DevOps in SaaS product Development.pdf.pptxRole of DevOps in SaaS product Development.pdf.pptx
Role of DevOps in SaaS product Development.pdf.pptx
 
Introduction to Research Automation with Globus
Introduction to Research Automation with GlobusIntroduction to Research Automation with Globus
Introduction to Research Automation with Globus
 
Cybersecurity Measures For Remote Workers.pdf
Cybersecurity Measures For Remote Workers.pdfCybersecurity Measures For Remote Workers.pdf
Cybersecurity Measures For Remote Workers.pdf
 
Automation for Bonterra Impact Management (fka Apricot)
Automation for Bonterra Impact Management (fka Apricot)Automation for Bonterra Impact Management (fka Apricot)
Automation for Bonterra Impact Management (fka Apricot)
 
Orion Context Broker introduction 20240227
Orion Context Broker introduction 20240227Orion Context Broker introduction 20240227
Orion Context Broker introduction 20240227
 
2024 Trends Transforming Enterprise Resource Planning
2024 Trends Transforming Enterprise Resource Planning2024 Trends Transforming Enterprise Resource Planning
2024 Trends Transforming Enterprise Resource Planning
 
killingcamp longest common subsequence.pdf
killingcamp longest common subsequence.pdfkillingcamp longest common subsequence.pdf
killingcamp longest common subsequence.pdf
 
انتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزار
انتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزارانتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزار
انتزاع و هزینه - انتزاع و تاثیرات آن در توسعه و نگهداری نرم‌افزار
 

predicting-m3-devopsconMunich-2023-v2.pptx

Editor's Notes

  1. http://localhost:8080/yc-report.jsp?ou=SAP&de=198.134.23.1&app=yc&ts=2023-06-11T22-56-32
  2. http://localhost:8080/yc-report.jsp?ou=SAP&de=32.123.89.12&app=yc&ts=2023-06-11T23-54-10
  3. http://localhost:8080/yc-report.jsp?ou=SAP&de=90.21.123.19&app=yc&ts=2023-12-03T19-11-33