Why Jenkins Still Runs the World

Jenkins is the automation server that refuses to die. Started by Kohsuke Kawaguchi in 2004 when continuous integration was still a buzzword, it's now the backbone keeping half the internet's deployments running. The UI looks like Windows XP threw up, but it works, and that's why companies like Netflix, LinkedIn, and Twitter still use it.

The current LTS version is 2.516.2 (August 2025), and you'll need Java 17+ to run it. Yes, Jenkins survived the Java 8 to Java 11 migration that killed half the enterprise Java ecosystem.

What Jenkins Actually Does

Jenkins Blue Ocean Pipeline View

Jenkins takes your code, builds it, tests it, and deploys it automatically. Simple concept, complex execution. You define jobs (builds), Jenkins runs them when shit changes in your repo, and hopefully your stuff ends up deployed without breaking production.

The secret sauce isn't the pretty UI (because there isn't one) - it's the plugin ecosystem. Need to deploy to AWS? There's a plugin. Want Slack notifications when builds fail? Plugin. Need GitHub integration? Docker support? Kubernetes agents? Someone probably wrote a plugin for it.

How This Beast Actually Works

Master-Agent Architecture: The Jenkins controller (they stopped calling it "master" because corporate sensitivity) manages the web UI and coordinates everything. The agents do the actual work - building code, running tests, deploying stuff. This means you can have one ugly web interface managing builds across a dozen different servers.

The controller eats memory like Chrome with too many tabs open. Plan accordingly.

Pipeline as Code: Modern Jenkins uses Jenkinsfiles to define builds. It's basically Groovy scripts that describe what your build should do. Store it in your repo, version it with your code, and now your build process is reproducible instead of "works on Dave's machine."

Plugin Hell: Jenkins has 1,800+ plugins. This is both amazing and terrifying. You can integrate with anything, but plugin dependency conflicts will ruin your weekend. Some plugins haven't been updated since 2018 but somehow still work. Others get updated and break everything.

When Jenkins Makes Sense

Jenkins thrives in complex environments where you need maximum flexibility and don't mind the maintenance overhead. If you're running microservices across multiple clouds with different deployment requirements, Jenkins can orchestrate that chaos.

It's also perfect when you have legacy systems that newer CI tools don't understand. Jenkins has plugins for mainframes, proprietary databases, and weird enterprise tools that GitHub Actions has never heard of.

The downside? You become a Jenkins admin whether you want to or not. Someone on your team will spend 20% of their time keeping it running, updating plugins, and explaining why the UI looks like it's from the Bush administration.

How Jenkins Actually Works (And Why It'll Drive You Crazy)

Here's how Jenkins works so you don't screw up your setup like I did the first time. Understanding the architecture matters because when Jenkins breaks (and it will), you need to know where to look.

The Controller vs Agent Setup

Jenkins Agent Connectivity

Jenkins uses a distributed architecture where one server (the controller) manages everything and other machines (agents) do the actual work. Think of it like a construction foreman who tells workers what to do but doesn't swing the hammer.

The Controller: This is the main Jenkins server with the ugly web UI. It stores all your job configurations, manages the build queue, and coordinates everything. The controller lives in $JENKINS_HOME directory, which will grow to consume all available disk space if you don't configure log rotation.

The Agents: These machines actually run your builds. They check out code, run tests, build artifacts, and deploy stuff. You can have Windows agents, Linux agents, Docker agents, cloud agents - whatever you need. The beauty is you can have one shitty-looking web interface managing builds across completely different environments.

Connecting Agents (Where Things Get Fun)

SSH Method: Jenkins SSHs into your agents to start builds. Works great until your network admin changes firewall rules without telling anyone. Needs SSH keys set up properly, which means someone will inevitably screw up file permissions and spend an afternoon debugging why chmod 600 matters.

Inbound Method: Agents connect back to the controller. Good for agents behind NAT or firewalls. Uses WebSocket connections now instead of the old JNLP nonsense that never worked reliably. Still occasionally breaks when corporate proxies get updated.

Cloud Agents: Spin up agents on-demand in AWS, Azure, or Kubernetes. Sounds amazing until you get the cloud bill and realize you've been spinning up c5.xlarge instances to build "Hello World" applications. Configure resource limits or cry later.

What You Actually Need to Run This

Minimum Resources: The docs say 256MB RAM and 1GB disk. This is like saying a Ferrari needs "some gas" - technically true but completely useless for reality.

Real Requirements: Start with 8GB RAM for the controller and at least 4 cores. Jenkins is single-threaded for most operations, so it's slower than modern CI tools. The web UI gets sluggish with more than 500 jobs, and you'll restart it monthly to clear memory leaks.

Disk Space: The $JENKINS_HOME directory grows forever. Build logs, artifacts, workspace checkouts - it all accumulates. Set up log rotation immediately or your disk will fill up on a Friday evening. The worst part? Jenkins stores everything as XML files, so debugging means grepping through thousands of XML config files.

The Directory Structure Nobody Tells You About

Your $JENKINS_HOME contains:

  • Job configs (XML files that make you wish for JSON)
  • Build histories (every build ever, unless you configure retention)
  • Plugin data (some plugins create their own storage nightmares)
  • Secrets and credentials (encrypted, but backup the keys)
  • Workspace checkouts (can be huge, clean these regularly)

Pro tip: The secrets/ directory contains encryption keys. If you lose these, all your stored credentials become useless and you get to re-enter every password manually.

When It All Goes Wrong

The controller will randomly use 100% CPU for no apparent reason. Build agents will go offline and nobody knows why. Plugin updates will break working jobs. The build queue will get stuck and require a restart to fix.

This isn't a bug, it's Jenkins. Plan for monthly maintenance windows and make friends with whoever manages your servers, because you'll be restarting this thing regularly.

The good news? Once you understand how it works, Jenkins is surprisingly reliable for the amount of complexity it manages. Just don't expect it to be elegant.

Questions Jenkins Users Actually Ask

Q

Should I use Jenkins or just switch to GitHub Actions?

A

Git

Hub Actions if your code is already on GitHub and you want something that just works. Jenkins if you need maximum flexibility, have complex deployments, or you're stuck with legacy systems that newer CI tools don't understand. GitHub Actions can't deploy to your mainframe

  • Jenkins probably has a plugin for it.
Q

Why does Jenkins randomly stop working?

A

Usually memory leaks, plugin conflicts, or disk space issues. Jenkins is a Java app that accumulates garbage over time. Restart it monthly, monitor disk usage, and test plugin updates before applying them to production. The logs are usually useless but check them anyway.

Q

How do I stop Jenkins from eating all my disk space?

A

Configure build retention policies immediately. Go to each job and set "Discard old builds" - keep 10-20 builds max unless you have a specific reason to keep more. Also clean up workspace directories regularly, they accumulate checkout data forever.

Here's the nuclear option: find $JENKINS_HOME -name workspace -type d -exec rm -rf {} + (test this first)

Q

Why do plugins break every time I update Jenkins?

A

Because Jenkins plugin ecosystem is held together with duct tape and prayers. Some plugins haven't been updated since 2018. Always test updates in a staging environment first, and never update Jenkins on a Friday.

The Plugin Manager shows dependency conflicts - pay attention to those warnings.

Q

How do I migrate from Jenkins 1.x to 2.x without everything exploding?

A

Don't try to do it in place. Set up a new Jenkins 2.x instance, export your job configs, and migrate them gradually. Pipeline jobs don't translate directly from Freestyle jobs - you'll be rewriting most of your build logic.

Budget 3-6 months for a complete migration if you have a lot of jobs.

Q

What's this Blue Ocean thing and should I use it?

A

Blue Ocean was supposed to modernize the Jenkins UI. It looks pretty but most people still use the classic UI because Blue Ocean doesn't support all functionality. Try it for simple pipelines, but don't expect it to replace the main interface.

It's also not actively developed anymore, so it might disappear eventually.

Q

Why does my Jenkins server randomly use 100% CPU?

A

Could be runaway builds, plugin issues, or garbage collection problems. Check the system log and see if it's related to a specific job. Sometimes restarting Jenkins is faster than debugging.

If it happens regularly, you probably need more RAM or have a rogue plugin.

Q

How do I fix "Cannot connect to the Docker daemon" errors?

A

Your Jenkins user probably doesn't have permission to access Docker. Add it to the docker group:

sudo usermod -aG docker jenkins
sudo systemctl restart jenkins

If running Jenkins in Docker, you need to mount the Docker socket or use Docker-in-Docker (which is its own nightmare).

Q

What happens when my Jenkins master dies?

A

You're fucked unless you have backups. The $JENKINS_HOME directory contains everything - job configs, build history, plugin data, credentials. Back it up regularly or spend your weekend rebuilding everything from memory.

Pro tip: Store your Jenkinsfiles in source control so you can at least recreate the pipeline logic.

Q

Should I run Jenkins in Docker or install it directly?

A

Docker is easier to manage and upgrade, but adds complexity for accessing the host system (Docker sockets, file permissions, etc.). Direct install gives you more control but makes updates more painful.

For production, Docker with proper volume mounts is usually the right choice.

Q

How do I deal with plugin dependency hell?

A

Carefully. The Plugin Manager shows you dependency conflicts before you install. When plugins break, downgrade to the last working version and wait for fixes. Don't install random plugins just because they look useful.

Keep a list of your essential plugins and their working versions.

Q

Why is the Jenkins UI so fucking ugly?

A

Because it was designed in 2005 and nobody wants to touch the front-end code. There have been attempts to modernize it (Blue Ocean), but they never fully replace the classic interface.

You get used to it, and it's actually pretty functional once you know where everything is.

Jenkins vs The Competition (Honest Edition)

Feature

Jenkins

GitHub Actions

GitLab CI/CD

Azure DevOps

TeamCity

Cost

Free (but you'll pay in maintenance)

Free until you hit usage limits, then expensive

Free tier is tiny

$6/user/month adds up fast

$45/user/month (ouch)

Setup Pain

Hours to days of XML hell

Works in 10 minutes if you're on GitHub

Easy if you use GitLab for everything

Microsoft-easy or Microsoft-painful

Actually pretty smooth

Plugin Ecosystem

1,800+ plugins (half are abandoned)

Growing marketplace

Built-in stuff works well

Azure-focused, limited elsewhere

400+ quality plugins

UI Quality

Looks like Windows XP had a baby with 2005

Clean, modern, GitHub-integrated

Actually decent and improving

Typical Microsoft enterprise UI

Best-in-class, really nice

Pipeline Complexity

Can do anything but requires PhD

YAML gets messy fast with complex workflows

Solid for most use cases

Good for Microsoft stacks

Excellent build chain management

Agent Management

Every connection method known to mankind

GitHub handles it or you do

Runners work well

Microsoft-hosted or DIY

Straightforward agent setup

Container Support

Docker plugin works but quirky

Native support, just works

Excellent Docker/K8s integration

Good container jobs

Docker support exists

Learning Curve

Brutal

  • you become Jenkins admin

Easy if you know YAML and GitHub

Moderate, good docs

Easy if you're in Microsoft world

Gentle, great UX

Maintenance Overhead

High

  • you'll restart it monthly

Zero

  • GitHub's problem

Low if SaaS, moderate if self-hosted

Zero if cloud, moderate on-prem

Low

  • JetBrains handles updates

Flexibility

Maximum

  • can integrate with your toaster

GitHub-centric, limited elsewhere

Good for Git workflows

Microsoft ecosystem focused

Excellent build chains

When It Breaks

Cryptic Java errors, pray to Stack Overflow

GitHub fixes it or you're stuck

Usually clear error messages

Microsoft support (good luck)

JetBrains actually helps

Documentation

Massive but often outdated

Decent GitHub docs

Good GitLab docs

Typical Microsoft docs (hit or miss)

Excellent JetBrains docs

Resources You'll Actually Need

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