SlideShare una empresa de Scribd logo
1 de 30
Descargar para leer sin conexión
A Multi-dimensional Analysis of Technical
Lag in Debian-based Docker Images
Ahmed Zerouali, Tom Mens, Alexandre Decan,
Jesus Gonzalez-Barahona and Gregorio Robles.
Groupe de Travail Vélocité Logicielle (LIP6)
Paris - France, 2 DECEMBER 2021
1
/background
Credits: libraries.io 2
/background
Not update
Update
“If I go there will be trouble,
And if I stay it will be double,
So come on and let me know:
Should I Stay Or Should I Go?”
The Clash
3
/background
Technical lag*: the difference between deployed
software packages and the ideal available packages.
1.0.1 1.2.0 2.0.1
2.0.0 2.1.0
Technical lag
Deployed Ideal
Releases of a
used software
4
/background
Measurement: bugs, vulnerabilities, version updates,
line of code, commits, etc.
Gold standard/IDEAL: stability, security, functionality,
etc.
5
/background
Example: different kinds of “gold standards” for Debian
Gold standard Scenario Candidate
Stability Isolated system, stable
functionality
Debian Stable
Functionality Cloud application Latest upstream
Security Reused containers Stable upstream
/example
up-to-date
1.0.1
3.6.0
1.2.0
4.0.0
allowed
dependent
software S
required
package D: 1.2.0
7
/example
outdated
1.0.1 1.2.0 2.0.1
3.6.0
4.0.0
2.0.0
allowed
4.1.0
missing updates
8
required
package D: 1.2.0
dependent
software S
/dependency
network
Credits: https:/
/exploring-data.com/vis/npm-packages-dependencies/ 9
/technical lag
10
/technical lag
framework
● is a set of component releases
● is a set of possible lag values
● ideal : → is a function returning the “ideal” component release
● delta : x → is a function computing the difference between two
component releases
● agg : is a function aggregating the results of a set of lags
11
Zerouali et al. “A Formal Framework for Measuring Technical Lag in Component Repositories - and its Application to npm”. Journal on Software Evolution and Process. 2019
/technical lag
framework
Given a technical lag framework , we define:
Technical lag
Aggregated Technical lag
Let D C be a set of components, then:
12
Zerouali et al. “A Formal Framework for Measuring Technical Lag in Component Repositories - and its Application to npm”. Journal on Software Evolution and Process. 2019
Goal
13
Technical lag as method to assess how vulnerable,
buggy and outdated Docker images are?
How does technical lag evolve in DockerHub
images?
Research Question
14
About Docker container images
- “A Docker image is a read-only template that contains a set of instructions for
creating a container.” - Docker Inc
- A container is a lightweight, standalone, executable package of software.
15
Motivation
ClusterHQ, Inc 2015
16
/Background
27%
33%
40%
Technical Lag in DockerHub images
➢ Ideal: Highest available version
18
Case study/tooling
19
(*):https://github.com/AhmedZerouali/ConPan
ConPan*: A tool to analyze packages in software containers
Case study
Type of data Data source
Package metadata Debian Archive
Security vulnerabilities Debian Security Tracker
Bugs Ultimate Debian Database
20
Results
/Package lag
Community images have higher package lag than official ones.
Only < 3% of packages are outdated in community images.
21
Testing images have higher package lag, because they are
frequently updated in the Debian repository.
Results
/Package lag
22
Results
/Time lag
The median time lag of community images is well over a year,
and it is highest for OldStable images.
23
Results
/Version lag
The median version lag of community images is 7 missed
versions. Testing images have a higher version lag.
24
Results
/Vulnerability lag
Community images have a median vulnerability lag of 10 vulnerabilities.
OldStable images have a higher vulnerability lag than other images.
25
Results
/Bug lag
Testing images have a higher bug lag than Stable images
because they tend to come with bug fixes.
26
Discussion
Package lag
Time lag
Version lag
27
Vulnerability lag
Bug lag
Discussion
28
Technical lag should be measured in different ways, offering
complementary information.
The technical lag could help Docker users to keep their images
and containers in a healthy shape.
Conclusion
29
30

Más contenido relacionado

La actualidad más candente

Software Preservation: challenges and opportunities for reproductibility (Sci...
Software Preservation: challenges and opportunities for reproductibility (Sci...Software Preservation: challenges and opportunities for reproductibility (Sci...
Software Preservation: challenges and opportunities for reproductibility (Sci...Roberto Di Cosmo
 
OSCON: Better Collaboration through Tooling
OSCON: Better Collaboration through ToolingOSCON: Better Collaboration through Tooling
OSCON: Better Collaboration through ToolingDocker, Inc.
 
Introduction to Microkernels
Introduction to MicrokernelsIntroduction to Microkernels
Introduction to MicrokernelsVasily Sartakov
 
Docker: do's and don'ts
Docker: do's and don'tsDocker: do's and don'ts
Docker: do's and don'tsPaolo Tonin
 
Python Web Conference 2022 - Why should devs care about container security.pdf
Python Web Conference 2022 - Why should devs care about container security.pdfPython Web Conference 2022 - Why should devs care about container security.pdf
Python Web Conference 2022 - Why should devs care about container security.pdfEric Smalling
 
5 Ways to Secure Your Containers for Docker and Beyond
5 Ways to Secure Your Containers for Docker and Beyond5 Ways to Secure Your Containers for Docker and Beyond
5 Ways to Secure Your Containers for Docker and BeyondBlack Duck by Synopsys
 
Long Life Software
Long Life SoftwareLong Life Software
Long Life SoftwareMike Long
 
Containers, docker, and security: state of the union (Bay Area Infracoders Me...
Containers, docker, and security: state of the union (Bay Area Infracoders Me...Containers, docker, and security: state of the union (Bay Area Infracoders Me...
Containers, docker, and security: state of the union (Bay Area Infracoders Me...Jérôme Petazzoni
 
Orchestration for the rest of us
Orchestration for the rest of usOrchestration for the rest of us
Orchestration for the rest of usJérôme Petazzoni
 
Applied Security for Containers, OW2con'18, June 7-8, 2018, Paris
Applied Security for Containers, OW2con'18, June 7-8, 2018, ParisApplied Security for Containers, OW2con'18, June 7-8, 2018, Paris
Applied Security for Containers, OW2con'18, June 7-8, 2018, ParisOW2
 
Take a step forward from user to maintainer or developer in open source secur...
Take a step forward from user to maintainer or developer in open source secur...Take a step forward from user to maintainer or developer in open source secur...
Take a step forward from user to maintainer or developer in open source secur...SZ Lin
 
Curso de Desenvolvimento Mobile - Android - Stack
Curso de Desenvolvimento Mobile - Android - StackCurso de Desenvolvimento Mobile - Android - Stack
Curso de Desenvolvimento Mobile - Android - StackJackson F. de A. Mafra
 
Practical Approaches to Container Security
Practical Approaches to Container SecurityPractical Approaches to Container Security
Practical Approaches to Container SecurityShea Stewart
 
DevSecCon Lightning 2021- Container defaults are a hackers best friend
DevSecCon Lightning 2021- Container defaults are a hackers best friendDevSecCon Lightning 2021- Container defaults are a hackers best friend
DevSecCon Lightning 2021- Container defaults are a hackers best friendEric Smalling
 
PaaSTA: Running applications at Yelp
PaaSTA: Running applications at YelpPaaSTA: Running applications at Yelp
PaaSTA: Running applications at YelpNathan Handler
 
A Method to Detect License Inconsistencies for Large-Scale Open Source Projects
A Method to Detect License Inconsistencies for Large-Scale Open Source ProjectsA Method to Detect License Inconsistencies for Large-Scale Open Source Projects
A Method to Detect License Inconsistencies for Large-Scale Open Source ProjectsYuhao Wu
 
OSCON: Incremental Revolution - What Docker learned from the open-source fire...
OSCON: Incremental Revolution - What Docker learned from the open-source fire...OSCON: Incremental Revolution - What Docker learned from the open-source fire...
OSCON: Incremental Revolution - What Docker learned from the open-source fire...Docker, Inc.
 
Secure lab setup for cyber security
Secure lab setup for cyber securitySecure lab setup for cyber security
Secure lab setup for cyber securityBirju Tank
 

La actualidad más candente (20)

Software Preservation: challenges and opportunities for reproductibility (Sci...
Software Preservation: challenges and opportunities for reproductibility (Sci...Software Preservation: challenges and opportunities for reproductibility (Sci...
Software Preservation: challenges and opportunities for reproductibility (Sci...
 
OSCON: Better Collaboration through Tooling
OSCON: Better Collaboration through ToolingOSCON: Better Collaboration through Tooling
OSCON: Better Collaboration through Tooling
 
Introduction to Microkernels
Introduction to MicrokernelsIntroduction to Microkernels
Introduction to Microkernels
 
Docker: do's and don'ts
Docker: do's and don'tsDocker: do's and don'ts
Docker: do's and don'ts
 
Python Web Conference 2022 - Why should devs care about container security.pdf
Python Web Conference 2022 - Why should devs care about container security.pdfPython Web Conference 2022 - Why should devs care about container security.pdf
Python Web Conference 2022 - Why should devs care about container security.pdf
 
5 Ways to Secure Your Containers for Docker and Beyond
5 Ways to Secure Your Containers for Docker and Beyond5 Ways to Secure Your Containers for Docker and Beyond
5 Ways to Secure Your Containers for Docker and Beyond
 
Long Life Software
Long Life SoftwareLong Life Software
Long Life Software
 
Containers, docker, and security: state of the union (Bay Area Infracoders Me...
Containers, docker, and security: state of the union (Bay Area Infracoders Me...Containers, docker, and security: state of the union (Bay Area Infracoders Me...
Containers, docker, and security: state of the union (Bay Area Infracoders Me...
 
Hack the whale
Hack the whaleHack the whale
Hack the whale
 
Orchestration for the rest of us
Orchestration for the rest of usOrchestration for the rest of us
Orchestration for the rest of us
 
Applied Security for Containers, OW2con'18, June 7-8, 2018, Paris
Applied Security for Containers, OW2con'18, June 7-8, 2018, ParisApplied Security for Containers, OW2con'18, June 7-8, 2018, Paris
Applied Security for Containers, OW2con'18, June 7-8, 2018, Paris
 
Take a step forward from user to maintainer or developer in open source secur...
Take a step forward from user to maintainer or developer in open source secur...Take a step forward from user to maintainer or developer in open source secur...
Take a step forward from user to maintainer or developer in open source secur...
 
Curso de Desenvolvimento Mobile - Android - Stack
Curso de Desenvolvimento Mobile - Android - StackCurso de Desenvolvimento Mobile - Android - Stack
Curso de Desenvolvimento Mobile - Android - Stack
 
Practical Approaches to Container Security
Practical Approaches to Container SecurityPractical Approaches to Container Security
Practical Approaches to Container Security
 
DevSecCon Lightning 2021- Container defaults are a hackers best friend
DevSecCon Lightning 2021- Container defaults are a hackers best friendDevSecCon Lightning 2021- Container defaults are a hackers best friend
DevSecCon Lightning 2021- Container defaults are a hackers best friend
 
PaaSTA: Running applications at Yelp
PaaSTA: Running applications at YelpPaaSTA: Running applications at Yelp
PaaSTA: Running applications at Yelp
 
Securing the Cloud
Securing the CloudSecuring the Cloud
Securing the Cloud
 
A Method to Detect License Inconsistencies for Large-Scale Open Source Projects
A Method to Detect License Inconsistencies for Large-Scale Open Source ProjectsA Method to Detect License Inconsistencies for Large-Scale Open Source Projects
A Method to Detect License Inconsistencies for Large-Scale Open Source Projects
 
OSCON: Incremental Revolution - What Docker learned from the open-source fire...
OSCON: Incremental Revolution - What Docker learned from the open-source fire...OSCON: Incremental Revolution - What Docker learned from the open-source fire...
OSCON: Incremental Revolution - What Docker learned from the open-source fire...
 
Secure lab setup for cyber security
Secure lab setup for cyber securitySecure lab setup for cyber security
Secure lab setup for cyber security
 

Similar a A multi-dimensional analysis of technical lag in Debian-based Docker images

What Quality Aspects Influence the Adoption of Docker Images?
What Quality Aspects Influence the Adoption of Docker Images?What Quality Aspects Influence the Adoption of Docker Images?
What Quality Aspects Influence the Adoption of Docker Images?Giovanni Rosa
 
Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016
Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016
Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016Manideep Konakandla
 
On the fragility of open source software packaging ecosystems
On the fragility of open source software packaging ecosystemsOn the fragility of open source software packaging ecosystems
On the fragility of open source software packaging ecosystemsTom Mens
 
Unikernels - Bristech June 2016
Unikernels - Bristech June 2016 Unikernels - Bristech June 2016
Unikernels - Bristech June 2016 Daniel Drozdzewski
 
What is the Secure Supply Chain and the Current State of the PHP Ecosystem
What is the Secure Supply Chain and the Current State of the PHP EcosystemWhat is the Secure Supply Chain and the Current State of the PHP Ecosystem
What is the Secure Supply Chain and the Current State of the PHP Ecosystemsparkfabrik
 
(DVO311) Containers, Red Hat & AWS For Extreme IT Agility
(DVO311) Containers, Red Hat & AWS For Extreme IT Agility(DVO311) Containers, Red Hat & AWS For Extreme IT Agility
(DVO311) Containers, Red Hat & AWS For Extreme IT AgilityAmazon Web Services
 
Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...
Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...
Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...Jérôme Petazzoni
 
Demystifying Containerization Principles for Data Scientists
Demystifying Containerization Principles for Data ScientistsDemystifying Containerization Principles for Data Scientists
Demystifying Containerization Principles for Data ScientistsDr Ganesh Iyer
 
The world of Docker and Kubernetes
The world of Docker and Kubernetes The world of Docker and Kubernetes
The world of Docker and Kubernetes vty
 
"Docker best practice", Станислав Коленкин (senior devops, DataArt)
"Docker best practice", Станислав Коленкин (senior devops, DataArt)"Docker best practice", Станислав Коленкин (senior devops, DataArt)
"Docker best practice", Станислав Коленкин (senior devops, DataArt)DataArt
 
DockerDay2015: Keynote
DockerDay2015: KeynoteDockerDay2015: Keynote
DockerDay2015: KeynoteDocker-Hanoi
 
Why everyone is excited about Docker (and you should too...) - Carlo Bonamic...
Why everyone is excited about Docker (and you should too...) -  Carlo Bonamic...Why everyone is excited about Docker (and you should too...) -  Carlo Bonamic...
Why everyone is excited about Docker (and you should too...) - Carlo Bonamic...Codemotion
 
Why you need a private container image registry SCALE 2019
Why you need a private container image registry SCALE 2019Why you need a private container image registry SCALE 2019
Why you need a private container image registry SCALE 2019Steve Wong
 
codemotion-docker-2014
codemotion-docker-2014codemotion-docker-2014
codemotion-docker-2014Carlo Bonamico
 
Top 6 Practices to Harden Docker Images to Enhance Security
Top 6 Practices to Harden Docker Images to Enhance SecurityTop 6 Practices to Harden Docker Images to Enhance Security
Top 6 Practices to Harden Docker Images to Enhance Security9 series
 
Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...
Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...
Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...sparkfabrik
 
Common Docker Problems and Solutions
Common Docker Problems and SolutionsCommon Docker Problems and Solutions
Common Docker Problems and SolutionsJoel Chen
 
Mining Component Repositories for Installability Issues
Mining Component Repositories for Installability IssuesMining Component Repositories for Installability Issues
Mining Component Repositories for Installability IssuesRoberto Di Cosmo
 
Contain your risk: Deploy secure containers with trust and confidence
Contain your risk: Deploy secure containers with trust and confidenceContain your risk: Deploy secure containers with trust and confidence
Contain your risk: Deploy secure containers with trust and confidenceBlack Duck by Synopsys
 

Similar a A multi-dimensional analysis of technical lag in Debian-based Docker images (20)

What Quality Aspects Influence the Adoption of Docker Images?
What Quality Aspects Influence the Adoption of Docker Images?What Quality Aspects Influence the Adoption of Docker Images?
What Quality Aspects Influence the Adoption of Docker Images?
 
Boycott Docker
Boycott DockerBoycott Docker
Boycott Docker
 
Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016
Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016
Breaking and fixing_your_dockerized_environments_owasp_appsec_usa2016
 
On the fragility of open source software packaging ecosystems
On the fragility of open source software packaging ecosystemsOn the fragility of open source software packaging ecosystems
On the fragility of open source software packaging ecosystems
 
Unikernels - Bristech June 2016
Unikernels - Bristech June 2016 Unikernels - Bristech June 2016
Unikernels - Bristech June 2016
 
What is the Secure Supply Chain and the Current State of the PHP Ecosystem
What is the Secure Supply Chain and the Current State of the PHP EcosystemWhat is the Secure Supply Chain and the Current State of the PHP Ecosystem
What is the Secure Supply Chain and the Current State of the PHP Ecosystem
 
(DVO311) Containers, Red Hat & AWS For Extreme IT Agility
(DVO311) Containers, Red Hat & AWS For Extreme IT Agility(DVO311) Containers, Red Hat & AWS For Extreme IT Agility
(DVO311) Containers, Red Hat & AWS For Extreme IT Agility
 
Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...
Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...
Containers, Docker, and Security: State Of The Union (LinuxCon and ContainerC...
 
Demystifying Containerization Principles for Data Scientists
Demystifying Containerization Principles for Data ScientistsDemystifying Containerization Principles for Data Scientists
Demystifying Containerization Principles for Data Scientists
 
The world of Docker and Kubernetes
The world of Docker and Kubernetes The world of Docker and Kubernetes
The world of Docker and Kubernetes
 
"Docker best practice", Станислав Коленкин (senior devops, DataArt)
"Docker best practice", Станислав Коленкин (senior devops, DataArt)"Docker best practice", Станислав Коленкин (senior devops, DataArt)
"Docker best practice", Станислав Коленкин (senior devops, DataArt)
 
DockerDay2015: Keynote
DockerDay2015: KeynoteDockerDay2015: Keynote
DockerDay2015: Keynote
 
Why everyone is excited about Docker (and you should too...) - Carlo Bonamic...
Why everyone is excited about Docker (and you should too...) -  Carlo Bonamic...Why everyone is excited about Docker (and you should too...) -  Carlo Bonamic...
Why everyone is excited about Docker (and you should too...) - Carlo Bonamic...
 
Why you need a private container image registry SCALE 2019
Why you need a private container image registry SCALE 2019Why you need a private container image registry SCALE 2019
Why you need a private container image registry SCALE 2019
 
codemotion-docker-2014
codemotion-docker-2014codemotion-docker-2014
codemotion-docker-2014
 
Top 6 Practices to Harden Docker Images to Enhance Security
Top 6 Practices to Harden Docker Images to Enhance SecurityTop 6 Practices to Harden Docker Images to Enhance Security
Top 6 Practices to Harden Docker Images to Enhance Security
 
Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...
Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...
Drupal Dev Days Vienna 2023 - What is the secure software supply chain and th...
 
Common Docker Problems and Solutions
Common Docker Problems and SolutionsCommon Docker Problems and Solutions
Common Docker Problems and Solutions
 
Mining Component Repositories for Installability Issues
Mining Component Repositories for Installability IssuesMining Component Repositories for Installability Issues
Mining Component Repositories for Installability Issues
 
Contain your risk: Deploy secure containers with trust and confidence
Contain your risk: Deploy secure containers with trust and confidenceContain your risk: Deploy secure containers with trust and confidence
Contain your risk: Deploy secure containers with trust and confidence
 

Más de Ahmed Zerouali

Prevalence and Evolution of License Violations in npm and RubyGems Dependency...
Prevalence and Evolution of License Violations in npm and RubyGems Dependency...Prevalence and Evolution of License Violations in npm and RubyGems Dependency...
Prevalence and Evolution of License Violations in npm and RubyGems Dependency...Ahmed Zerouali
 
Analysis And Observations Of The Evolution Of Testing Library Usage
Analysis And Observations Of The Evolution Of Testing Library UsageAnalysis And Observations Of The Evolution Of Testing Library Usage
Analysis And Observations Of The Evolution Of Testing Library UsageAhmed Zerouali
 
On Popularity and Quality Metrics of npm Packages
On Popularity and Quality Metrics of npm PackagesOn Popularity and Quality Metrics of npm Packages
On Popularity and Quality Metrics of npm PackagesAhmed Zerouali
 
On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...
On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...
On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...Ahmed Zerouali
 
PhD public defense: A Measurement Framework for Analyzing Technical Lag in ...
PhD public defense: A Measurement Framework for  Analyzing Technical Lag in  ...PhD public defense: A Measurement Framework for  Analyzing Technical Lag in  ...
PhD public defense: A Measurement Framework for Analyzing Technical Lag in ...Ahmed Zerouali
 
Technical lag in npm and docker ecosystems
Technical lag in npm and docker ecosystemsTechnical lag in npm and docker ecosystems
Technical lag in npm and docker ecosystemsAhmed Zerouali
 
On the Diversity of Software Package Popularity Metrics: An Empirical Study o...
On the Diversity of Software Package Popularity Metrics: An Empirical Study o...On the Diversity of Software Package Popularity Metrics: An Empirical Study o...
On the Diversity of Software Package Popularity Metrics: An Empirical Study o...Ahmed Zerouali
 
ConPan: A Tool to Analyze Packages in Software Containers
ConPan: A Tool to Analyze Packages in Software ContainersConPan: A Tool to Analyze Packages in Software Containers
ConPan: A Tool to Analyze Packages in Software ContainersAhmed Zerouali
 
Analyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java ProjectsAnalyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java ProjectsAhmed Zerouali
 
An Empirical Comparison of the Development History of CloudStack and Eucalyptus
An Empirical Comparison of the Development History of CloudStack and EucalyptusAn Empirical Comparison of the Development History of CloudStack and Eucalyptus
An Empirical Comparison of the Development History of CloudStack and EucalyptusAhmed Zerouali
 
Analyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java ProjectsAnalyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java ProjectsAhmed Zerouali
 
An Empirical Analysis of Technical Lag in npm Package Dependencies
An Empirical Analysis of Technical Lag in npm Package DependenciesAn Empirical Analysis of Technical Lag in npm Package Dependencies
An Empirical Analysis of Technical Lag in npm Package DependenciesAhmed Zerouali
 

Más de Ahmed Zerouali (12)

Prevalence and Evolution of License Violations in npm and RubyGems Dependency...
Prevalence and Evolution of License Violations in npm and RubyGems Dependency...Prevalence and Evolution of License Violations in npm and RubyGems Dependency...
Prevalence and Evolution of License Violations in npm and RubyGems Dependency...
 
Analysis And Observations Of The Evolution Of Testing Library Usage
Analysis And Observations Of The Evolution Of Testing Library UsageAnalysis And Observations Of The Evolution Of Testing Library Usage
Analysis And Observations Of The Evolution Of Testing Library Usage
 
On Popularity and Quality Metrics of npm Packages
On Popularity and Quality Metrics of npm PackagesOn Popularity and Quality Metrics of npm Packages
On Popularity and Quality Metrics of npm Packages
 
On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...
On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...
On the Impact of Security Vulnerabilities in the npm and RubyGems Dependency ...
 
PhD public defense: A Measurement Framework for Analyzing Technical Lag in ...
PhD public defense: A Measurement Framework for  Analyzing Technical Lag in  ...PhD public defense: A Measurement Framework for  Analyzing Technical Lag in  ...
PhD public defense: A Measurement Framework for Analyzing Technical Lag in ...
 
Technical lag in npm and docker ecosystems
Technical lag in npm and docker ecosystemsTechnical lag in npm and docker ecosystems
Technical lag in npm and docker ecosystems
 
On the Diversity of Software Package Popularity Metrics: An Empirical Study o...
On the Diversity of Software Package Popularity Metrics: An Empirical Study o...On the Diversity of Software Package Popularity Metrics: An Empirical Study o...
On the Diversity of Software Package Popularity Metrics: An Empirical Study o...
 
ConPan: A Tool to Analyze Packages in Software Containers
ConPan: A Tool to Analyze Packages in Software ContainersConPan: A Tool to Analyze Packages in Software Containers
ConPan: A Tool to Analyze Packages in Software Containers
 
Analyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java ProjectsAnalyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java Projects
 
An Empirical Comparison of the Development History of CloudStack and Eucalyptus
An Empirical Comparison of the Development History of CloudStack and EucalyptusAn Empirical Comparison of the Development History of CloudStack and Eucalyptus
An Empirical Comparison of the Development History of CloudStack and Eucalyptus
 
Analyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java ProjectsAnalyzing the Evolution of Testing Library Usage in Open Source Java Projects
Analyzing the Evolution of Testing Library Usage in Open Source Java Projects
 
An Empirical Analysis of Technical Lag in npm Package Dependencies
An Empirical Analysis of Technical Lag in npm Package DependenciesAn Empirical Analysis of Technical Lag in npm Package Dependencies
An Empirical Analysis of Technical Lag in npm Package Dependencies
 

Último

Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxbodapatigopi8531
 
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdfThe Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdfkalichargn70th171
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEOrtus Solutions, Corp
 
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataAdobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataBradBedford3
 
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comHR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comFatema Valibhai
 
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideBuilding Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideChristina Lin
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxComplianceQuest1
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfkalichargn70th171
 
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...MyIntelliSource, Inc.
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...kellynguyen01
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfkalichargn70th171
 
Professional Resume Template for Software Developers
Professional Resume Template for Software DevelopersProfessional Resume Template for Software Developers
Professional Resume Template for Software DevelopersVinodh Ram
 
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...gurkirankumar98700
 
Asset Management Software - Infographic
Asset Management Software - InfographicAsset Management Software - Infographic
Asset Management Software - InfographicHr365.us smith
 
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...soniya singh
 
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...stazi3110
 
Engage Usergroup 2024 - The Good The Bad_The Ugly
Engage Usergroup 2024 - The Good The Bad_The UglyEngage Usergroup 2024 - The Good The Bad_The Ugly
Engage Usergroup 2024 - The Good The Bad_The UglyFrank van der Linden
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...harshavardhanraghave
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)OPEN KNOWLEDGE GmbH
 

Último (20)

Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
 
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdfThe Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
The Essentials of Digital Experience Monitoring_ A Comprehensive Guide.pdf
 
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASEBATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
BATTLEFIELD ORM: TIPS, TACTICS AND STRATEGIES FOR CONQUERING YOUR DATABASE
 
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer DataAdobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
Adobe Marketo Engage Deep Dives: Using Webhooks to Transfer Data
 
HR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.comHR Software Buyers Guide in 2024 - HRSoftware.com
HR Software Buyers Guide in 2024 - HRSoftware.com
 
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop SlideBuilding Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
Building Real-Time Data Pipelines: Stream & Batch Processing workshop Slide
 
A Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docxA Secure and Reliable Document Management System is Essential.docx
A Secure and Reliable Document Management System is Essential.docx
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
 
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
Steps To Getting Up And Running Quickly With MyTimeClock Employee Scheduling ...
 
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
Short Story: Unveiling the Reasoning Abilities of Large Language Models by Ke...
 
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Mukherjee Nagar 📱  9999965857  🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...Call Girls In Mukherjee Nagar 📱  9999965857  🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
Call Girls In Mukherjee Nagar 📱 9999965857 🤩 Delhi 🫦 HOT AND SEXY VVIP 🍎 SE...
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
 
Professional Resume Template for Software Developers
Professional Resume Template for Software DevelopersProfessional Resume Template for Software Developers
Professional Resume Template for Software Developers
 
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
(Genuine) Escort Service Lucknow | Starting ₹,5K To @25k with A/C 🧑🏽‍❤️‍🧑🏻 89...
 
Asset Management Software - Infographic
Asset Management Software - InfographicAsset Management Software - Infographic
Asset Management Software - Infographic
 
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
Russian Call Girls in Karol Bagh Aasnvi ➡️ 8264348440 💋📞 Independent Escort S...
 
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
Building a General PDE Solving Framework with Symbolic-Numeric Scientific Mac...
 
Engage Usergroup 2024 - The Good The Bad_The Ugly
Engage Usergroup 2024 - The Good The Bad_The UglyEngage Usergroup 2024 - The Good The Bad_The Ugly
Engage Usergroup 2024 - The Good The Bad_The Ugly
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
 
Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)Der Spagat zwischen BIAS und FAIRNESS (2024)
Der Spagat zwischen BIAS und FAIRNESS (2024)
 

A multi-dimensional analysis of technical lag in Debian-based Docker images