Jenkins: Pros/cons, installation, and 8 modern alternatives

What is Jenkins?

Jenkins is an open-source automation server used for Continuous Integration (CI) and Continuous Delivery (CD) in software development. It automates software’s build and testing phases, allowing developers to detect problems early in their applications.

Jenkins supports various version control tools and can be extended with numerous plugins, making it adaptable to different project needs. As a Java-based application, Jenkins is platform-independent, allowing it to run on any operating system with Java runtime installed. This flexibility extends to various environments, including cloud-based setups.

Jenkins is available under the MIT license. It has over 20,000 stars on GitHub, more than 700 contributors, and is estimated to have over 1 million active users.

You can get Jenkins from the official repo.

This is part of an extensive series of guides about CI/CD.

You can explore Jenkins alternatives using our AI Agent which features information about more that 20 Jenkins alternatives.

Understanding core Jenkins concepts

Jenkins node

In Jenkins, a node is any machine that is part of the Jenkins environment that can execute pipelines or jobs.The controller and agents are all nodes. By splitting work across nodes Jenkins can divide the workload between machines and enlist different operating systems and capabilities where they are needed.

Jenkins controller (formerly master)

The Jenkins controller serves as the central management hub in a Jenkins environment. It is responsible for loading plugins, orchestrating builds, distributing them to agents, and maintaining project configuration. It also handles scheduling and dispatches tasks to Jenkins agents. The controller also serves as the UI for managing Jenkins jobs, plugins, and configurations.

Jenkins agent (formerly slave)

Jenkins agents are lightweight, distributed workers that execute tasks the controller assigns. They run jobs, perform testing, and send results to the controller. Agents can be configured on different operating systems, enabling diverse execution environments reflecting production settings. Using Jenkins agents helps distribute the workload across multiple machines, optimizing resource use.

Jenkins plugins

Jenkins plugins extend the platform’s functionality, enabling integration with various external tools and services. Plugins are available for version control, build tools, cloud providers, and more. They aid in customizing Jenkins to fit organizational technology stacks and development needs. However, managing plugins requires careful attention to compatibility and updates.

Jenkins job (formerly project)

A Jenkins project, or job, represents an automated task within Jenkins, like builds or tests. Projects are configured individually, specifying the source code repository and build trigger settings. They determine how, when, and where builds should take place, integrating into software workflows. Using Jenkins projects, developers can automate tasks such as documentation generation and deployment processes.

Jenkins pipeline

A Jenkins pipeline is a suite of plugins for implementing Continuous Delivery pipelines in Jenkins. It provides a syntax used to define workflows as code, allowing scripts to version control alongside the application source code. Pipelines can be used to define environments and development stages at various levels of complexity.

Jenkins updates in 2026

Several Jenkins releases in early 2026 introduced updates focused on platform requirements, UI improvements, security, and reliability. These changes mainly refine the user interface, improve system stability, and strengthen security and credential management.

• Java runtime requirement updated

• Jenkins now requires Java 21 or newer to run.

• The minimum supported version of remoting.jar was increased to 3176.v207ec082a_8c0.

• Security improvements

• February 2026 releases included important security fixes.

• API tokens can now include expiration dates, improving credential lifecycle management.

• Experimental UI updates

• Jenkins introduced updates to the experimental Manage Jenkins interface.

• CLI subpages were adapted to the new UI.

• An experimental Plugin Manager UI was added.

• The Clouds configuration page was redesigned.

• User interface improvements

• Improvements were made to dialogs, dropdowns, and repeatable list controls.

• The New Item screen was refined.

• The time zone list in help documentation can now expand.

• Breadcrumb navigation in the directory browser now uses the display name.

• Telemetry additions

• Jenkins added telemetry for:

• password field masking

• Java property usage

• Build and job behavior fixes

• Fixed incorrect estimated build numbers in the Build History widget.

• Resolved false “Build Scheduled” notifications in disabled multibranch projects.

• Build buttons are hidden when multibranch projects or organization folders are disabled.

• Builds no longer fail if the tool installation directory is read-only.

• Agent and infrastructure fixes

• Fixed an issue where afterDisconnect() could run twice when an agent disconnects.

• Corrected behavior when copying cloud configurations.

• General stability improvements

• Fixed a rare error that could occur during form submission.

• Addressed issues related to RunMap optimization during reloads.

• Fixed navigation and rendering problems in several UI components.

• Resolved issues involving non-ASCII names, plugin page links, and sidebar navigation.

What is Jenkins used for?

Here’s a look at some of the main use cases for Jenkins.

Deploying code into production

Jenkins automates the transition of code from repository to production. It ensures code is built and tested, meeting predefined quality metrics before deployment. Jenkins orchestrates this process, linking source control management, build tools, and deployment artifacts, reducing manual intervention and human error.

Through its automated pipelines, Jenkins facilitates rapid deployment cycles and continuous updates, leading to increased agility in software development. By integrating with various tools and platforms, Jenkins supports a range of deployment strategies and environments, improving delivery speed while maintaining stability across releases.

Enabling task automation

Jenkins automates build processes, testing suites, and deployment tasks, allowing teams to focus on feature development rather than operational overhead. This leads to improved productivity and reduced time-to-market.

Jenkins supports automation through its flexible architecture, accommodating diverse tools and workflows suited to various tasks. By leveraging Continuous Integration and Continuous Delivery practices, teams can automatically integrate and evaluate code changes, fostering a more agile and error-resistant development cycle.

Increasing code coverage

Jenkins improves code quality by automating testing and increasing code coverage during development. Automated test execution ensures code is continually reviewed and validated against requirements. By integrating with testing frameworks, Jenkins enables continuous feedback loops, helping discover potential issues early in the cycle.

Through its reporting capabilities, Jenkins provides insights into code coverage metrics, helping teams target improvement areas. Consistent testing reduces defects, ensures compliance with coding standards, and contributes to a healthier codebase.

Simplifying audits

Jenkins simplifies audits by providing detailed logs and reports of build processes, showing how code transitions from development to release. These logs are a transparent audit trail, making compliance checks and performance evaluations straightforward. Jenkins records vital build data, enabling easy access during inspections.

Audit logs help organizations meet regulatory requirements and ensure coding practices align with corporate policies. Jenkins’ ability to document each step of the build process supports clear accountability, aiding in troubleshooting and compliance.

What are the key limitations of Jenkins?

While Jenkins is a popular choice for CI, it has several limitations that prompt developers to seek alternatives, especially in more complex DevOps environments with full Continuous Delivery or Continuous Deployment pipelines.

Single server architecture

Jenkins operates using a single-server architecture, meaning all the core processing happens on one server, whether it’s a physical machine, virtual server, or container. This architecture creates a bottleneck in large-scale environments where multiple teams or projects need to run CI and CD tasks simultaneously.

Because Jenkins does not support server-to-server federation, it can’t distribute the workload across multiple machines or servers automatically. As a result, if too many tasks are scheduled, the server’s resources (CPU, memory, etc.) can become overwhelmed, leading to slower build times, delays, or even server crashes.

This limitation often leads to what’s called “Jenkins sprawl,” where organizations create multiple standalone Jenkins instances to spread the workload. While this might alleviate the resource constraint on a single server, managing multiple isolated Jenkins servers can become chaotic, as there’s no centralized control or coordination. This makes Jenkins less suited for large, enterprise-grade environments.

Not container native

Jenkins was developed before the widespread adoption of containers and Kubernetes, meaning its architecture does not inherently align with container-native principles. While Jenkins does support Docker containers and can run jobs inside containers, this support is more of an add-on rather than a built-in, optimized feature.

Integrating Jenkins with container orchestration platforms like Kubernetes requires additional configurations. It lacks the deep native support found in tools designed specifically for containerized environments, such as Tekton or Argo CD. For example, Jenkins struggles with managing dynamic scaling in containerized environments.

In modern cloud-native applications, services must scale up or down based on demand. However, Jenkins doesn’t have a solid mechanism to automatically scale its agents or controllers in response to changing workloads. This can result in underutilization of resources during low-demand periods or resource shortages during peak times.

Difficult to implement in production environments

Setting up and maintaining Jenkins in production environments can be labor-intensive and complex, particularly when dealing with advanced pipelines for Continuous Integration and Continuous Delivery. Creating Jenkins pipelines involves writing scripts, usually in Jenkinsfiles, which can be defined using either declarative or scripted syntax.

These pipelines are typically written in Groovy, a programming language that is not as commonly used as others like Python or JavaScript, making it harder for teams to work with. Developers unfamiliar with Groovy may face a steep learning curve, slowing pipeline creation and troubleshooting.

Jenkins pipelines can also become complex, especially when dealing with large projects that require multiple build steps, testing frameworks, deployment environments, and integration with third-party services. Debugging these pipelines is not straightforward, as errors can occur at different stages, requiring a deep understanding of Jenkins and the underlying scripting language.

Complicated plugin management

Jenkins has an extensive plugin ecosystem with nearly 2,000 plugins available for various tasks, such as integrating with version control systems, cloud platforms, build tools, and other services.

While this plugin library provides flexibility, finding and selecting the appropriate plugins can be overwhelming, and managing existing plugins can be difficult in large deployments. Many Jenkins plugins have dependencies, meaning one plugin requires the installation of other plugins.

Over time, plugin versions may become incompatible with each other, leading to build failures or system instability. In some cases, plugins may be deprecated or no longer maintained by their creators, leaving organizations vulnerable to security risks or loss of functionality.

Installing Jenkins with Docker

Below is a tutorial on how to install Jenkins using Docker in a Windows environment.

Prerequisites

1. Docker installed: Make sure Docker is installed and running on your Windows system. You can download Docker Desktop from Docker’s official website and follow the installation instructions.
2. Docker configuration: Ensure Docker is set to use Linux containers, as Jenkins runs best in a Linux environment. This setting can be adjusted in Docker Desktop’s settings.

Step 1: Pull the Jenkins Docker image

First, you need to pull the Jenkins image from the Docker Hub repository. Open a terminal (Command Prompt or PowerShell) and execute:

docker pull jenkins/jenkins:lts

The :lts tag specifies the Long Term Support version of Jenkins, ensuring a stable and reliable release.

Step 2: Create a Docker network (optional)

To manage multiple Docker containers easily, you can create a custom Docker network. This step is optional but recommended if you plan to run Jenkins alongside other containers, such as a database.

docker network create jenkins-network

Step 3: Run Jenkins in a Docker container

Now, you can start a Jenkins container. This command sets up a Jenkins container with a mapped port and persistent storage:

docker run -d --name jenkins-container \
 -p 8080:8080 -p 50000:50000 \
 --network jenkins-network \
 -v jenkins_home:/var/jenkins_home \
 jenkins/jenkins:lts

• -d: Runs the container in detached mode (in the background).
• --name jenkins-container: Assigns a name to the container.
• -p 8080:8080: Maps port 8080 on the local machine to port 8080 on the container (Jenkins UI).
• -p 50000:50000: Maps port 50000 for Jenkins agent communications.
• --network jenkins-network: Connects the container to the custom network created earlier (optional).
• -v jenkins_home:/var/jenkins_home: Creates a persistent volume named jenkins_home to store Jenkins data.

Step 4: Access Jenkins

Once the container is up and running, access Jenkins using a web browser:

http://localhost:8080

Step 5: Retrieve the initial admin password

To complete the Jenkins setup, you need the initial admin password, which is located in the Docker container’s logs. Retrieve it using:

docker exec jenkins-container cat /var/jenkins_home/secrets/initialAdminPassword

Copy the password and paste it into the Jenkins setup page to continue.

Step 6: Complete the setup

Perform the following steps:

1. Install suggested plugins: Once logged in, Jenkins will prompt you to install plugins. You can either choose the suggested plugins or select specific ones that suit your requirements.
2. Create admin user: Follow the prompts to create an admin user and finalize the setup.

Step 7: Manage Jenkins data persistence

Docker automatically stores Jenkins data in a volume (jenkins_home). This ensures your configurations, jobs, and plugins persist even if the container is removed. To back up or migrate Jenkins data, you can manage this volume using Docker commands:

docker volume ls
docker volume inspect jenkins_home

You should now have a running Jenkins instance, ready for CI/CD configuration and job automation.

Installing Jenkins on Kubernetes

Many DevOps teams use Kubernetes to manage containers at scale. When using Jenkins for large-scale projects, it can be useful to deploy Jenkins on Kubernetes. This lets you automatically scale Jenkins as needed and manage resource use.

To deploy Jenkins on Kubernetes, you need to follow a few steps. These involve setting up the Kubernetes environment, creating required configurations, and deploying Jenkins. Below is a step-by-step guide to getting Jenkins up and running on your Kubernetes cluster. Instructions are adapted from the official Jenkins documentation.

Create a namespace

Namespaces in Kubernetes provide a way to separate environments and resources. It’s a best practice to create a separate namespace for DevOps tools like Jenkins:

kubectl create namespace devops-tools

This command creates a devops-tools namespace that will be used to host Jenkins and other related resources.

Create a service account with Kubernetes admin permissions

Jenkins requires administrative permissions to manage resources within the Kubernetes cluster. You can create a service account with admin privileges by defining a YAML file for the ClusterRole and ServiceAccount:

---
apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRole
metadata:
 name: jenkins-admin
rules:
 - apiGroups: [""]
resources: ["*"]
verbs: ["*"]
---
apiVersion: v1
kind: ServiceAccount
metadata:
 name: jenkins-admin
 namespace: devops-tools
---
apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRoleBinding
metadata:
 name: jenkins-admin
roleRef:
 apiGroup: rbac.authorization.k8s.io
 kind: ClusterRole
 name: jenkins-admin
subjects:
 - kind: ServiceAccount
name: jenkins-admin
namespace: devops-tools

Save this configuration in a file called serviceAccount.yaml and apply it using the following command:

kubectl apply -f serviceAccount.yaml

This creates the jenkins-admin service account, a cluster role with full permissions, and binds the role to the service account.

Create local persistent volume for persistent Jenkins data on pod restarts

Jenkins requires persistent storage to retain data between pod restarts.

1. You can define a persistent volume and persistent volume claim using the following YAML:

      ---
      kind: StorageClass
      apiVersion: storage.k8s.io/v1
      metadata:
       name: local-storage
      provisioner: kubernetes.io/no-provisioner
      volumeBindingMode: WaitForFirstConsumer
      ---
      apiVersion: v1
      kind: PersistentVolume
      metadata:
       name: jenkins-pv-volume
       labels:
         type: local
      spec:
       storageClassName: local-storage
       Capacity:
      storage: 10Gi
      accessModes:
         - ReadWriteOnce
      local:
         path: /mnt
      nodeAffinity:
      required:
       nodeSelectorTerms:
       - matchExpressions:
         - key: kubernetes.io/hostname
           operator: In
           values:
             - worker-node01
      ---
      apiVersion: v1
      kind: PersistentVolumeClaim
      metadata:
       name: jenkins-pv-claim
       namespace: devops-tools
      spec:
       storageClassName: local-storage
       accessModes:
         - ReadWriteOnce
      resources:
      requests:
       storage: 3Gi

2. Replace worker-node01 with your actual worker node hostname, which can be retrieved using:

     kubectl get nodes

3. After saving the configuration in a file named volume.yaml, apply it using:

   kubectl create -f volume.yaml

This will create a persistent volume that Jenkins can use to store its data.

Create a deployment YAML and deploy it

Next, you need to deploy Jenkins using a deployment YAML file. This file defines how Jenkins will be deployed and what resources it will consume:

apiVersion: apps/v1
kind: Deployment
metadata:
 name: jenkins
 namespace: devops-tools
spec:
 replicas: 1
 selector:
matchLabels:
 app: jenkins-server
template:
metadata:
 labels:
   app: jenkins-server
spec:
 serviceAccountName: jenkins-admin
 containers:
   - name: jenkins
     image: jenkins/jenkins:lts
     resources:
       limits:
         memory: "2Gi"
         cpu: "1000m"
       requests:
         memory: "500Mi"
         cpu: "500m"
     ports:
       - name: httpport
         containerPort: 8080
       - name: jnlpport
         containerPort: 50000
     volumeMounts:
       - name: jenkins-data
         mountPath: /var/jenkins_home
 volumes:
   - name: jenkins-data
     persistentVolumeClaim:
         claimName: jenkins-pv-claim

Save this configuration in a file called deployment.yaml and apply it:

kubectl apply -f deployment.yaml

This will deploy Jenkins in the devops-tools namespace, with the appropriate persistent volume attached.

Create a service YAML and deploy it

To expose Jenkins to the outside world, you need to create a service that will map external requests to the Jenkins pod:

apiVersion: v1
kind: Service
metadata:
 name: jenkins-service
 namespace: devops-tools
spec:
 selector:
   app: jenkins-server
type: NodePort
 ports:
- port: 8080
 targetPort: 8080
 nodePort: 32000

Save this as service.yaml and apply it:

kubectl apply -f service.yaml

This service exposes Jenkins on port 32000 of all Kubernetes node IPs. You can access Jenkins by visiting http://<node-ip>:32000.

Access Jenkins

To access Jenkins, you’ll need the initial admin password, which can be retrieved from the pod logs:

kubectl logs <jenkins-pod-name> --namespace=devops-tools

Alternatively, you can directly extract the password using:

kubectl exec -it <jenkins-pod-name> cat /var/jenkins_home/secrets/initialAdminPassword -n devops-tools

Once you log in, follow the setup wizard to install plugins and create an admin user.

Notable Jenkins alternatives

1. Octopus

2. Codefresh

3. GitHub Actions

4. GitLab CI/CD

5. TeamCity

6. Bamboo

7. CircleCI

8. CloudBees

Conclusion

Jenkins remains a widely adopted tool for CI/CD, primarily valued for its flexibility and large ecosystem of plugins. However, it has some limitations, particularly in handling modern, large-scale, and cloud-native environments, prompting some development teams to look for alternatives. Despite Jenkins’ adaptability, other tools may be better suited for use cases ranging from simple CI setups to more complex, multi-stage CD pipelines.

See additional guides on key CI/CD topics

Together with our content partners, we have authored in-depth guides on several other topics that can also be useful as you explore the world of CI/CD.

Continuous Delivery

Authored by Octopus

• [Guide] Continuous Delivery: Origins, 5 principles, and 7 key capabilities
• [Guide] Continuous Integration versus Continuous Deployment [2025 guide]
• [Ebook] The importance of Continuous Delivery
• [Product] Octopus Deploy | Continuous Delivery and deployment platform

Platform Engineering

Authored by Octopus

• [Guide] Platform Engineering: Capabilities, Practices, and Impact on DevOps

GitHub Actions

Authored by Octopus

• [Guide] GitHub Actions: Complete 2025 Guide With Quick Tutorial
• [Guide] Secrets In GitHub Actions
• [Ebook] Measuring Continuous Delivery and DevOps
• [Product] Octopus Deploy | Continuous Delivery and Deployment Platform

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