A Jenkins overview for 2025: What it is and its limitations

Stevia Putri
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Stevia Putri

Last edited September 29, 2025

We’re all trying to automate parts of our jobs. Whether it’s shipping new code or getting a customer a quick, accurate answer, the goal is always to get things done faster and with fewer mistakes. For years, when it came to automating software development, one name has been at the center of the conversation: Jenkins. It’s an open-source powerhouse for something called CI/CD (Continuous Integration and Continuous Delivery).

It’s an amazing tool for complex, developer-focused automation. No question about it. But what happens when your support team, IT help desk, or even HR needs to automate their own workflows? Can a tool designed to handle code also handle customer conversations?

This article will give you a straight-to-the-point Jenkins overview, breaking down what it does and how it works. More importantly, we’ll get real about its limitations and explore why a more modern, user-friendly approach might be what your business actually needs to automate everything else.

What is Jenkins?

Jenkins is an open-source automation server written in Java. Its main job is to automate the repetitive tasks that come with building, testing, and deploying software. As its own official documentation puts it, it’s an engine for modern DevOps. The project has been around for a long time (it started as a project called Hudson), so it’s a very mature and established tool in the tech world.

It’s all built around two key ideas:

  1. Continuous Integration (CI): This is just a fancy way of saying developers merge their code changes into a central place frequently. Every time they do, an automated build and test process kicks off. This helps catch bugs faster, improves the software’s quality, and cuts down the time it takes to get new updates ready.

  2. Continuous Delivery (CD): This is the logical next step. It’s about automating the release of that tested and approved code, getting it ready for users.

Basically, think of Jenkins as the traffic controller for your code. It watches for changes, then starts a series of predefined steps to get that code from a developer’s laptop to your customers, over and over again, without any drama.

The core of Jenkins: How pipelines and plugins work

To really get Jenkins, you have to understand its two most important parts: Pipelines and Plugins. They are the source of its power, but they’re also what makes it so complicated.

Pipelines: Turning automation into code

A Jenkins Pipeline is the blueprint for its automation. It’s a set of instructions that lays out the entire build, test, and deployment process from start to finish. These instructions are kept in a text file called a "Jenkinsfile", which sits right next to the application’s source code. This file is written in a scripting language based on Groovy, which gives developers very detailed control over every single step.

This "pipeline-as-code" method is great for technical teams. Developers can manage and version their automation rules just like they do with their regular code. But this creates a huge wall for non-technical teams. A customer support manager who wants to automate how tickets are sorted, or an IT lead who needs to streamline onboarding for new hires, can’t just open a text editor and start writing a Groovy script.

This is where a more modern, self-serve tool changes the game. Something like eesel AI offers a visual, no-code way to build workflows. Instead of scripting, you can define triggers (like a new ticket coming in), set rules (like checking the ticket’s subject line), and decide on actions (like sending it to a specific team or looking up order info) all through a simple interface. You get powerful automation without having to become a part-time developer.

The plugin ecosystem: Power at a price

Jenkins doesn’t just stick to its core features. It can be extended with a massive library of over 1,900 plugins built by the community. Need to connect to a specific version control system like Git? There’s a plugin for that. Want to build and deploy software in Docker containers or manage infrastructure on AWS? There are plugins for those, too.

But this flexibility isn’t free. Juggling dozens of plugins, each with its own update schedule and dependencies, can turn into a maintenance headache you never signed up for. This "plugin sprawl" means someone on your team has to constantly watch for compatibility problems, security holes, and updates that might break something. An old or abandoned plugin can easily become a security risk waiting to happen.

This is a problem that managed platforms solve from the start. Instead of making you piece everything together, a tool like eesel AI provides curated, one-click integrations with the business systems you already rely on. It connects smoothly to help desks like Zendesk and Freshdesk, chat tools like Slack, and knowledge bases like Confluence and Google Docs. This way, everything just works together, securely and reliably, without you having to manage a sprawling plugin library.

Architecture and setup: A serious commitment

Before you can even start with pipelines and plugins, you have to get Jenkins installed and running. Understanding its architecture is the key to seeing the real operational cost hiding behind its "free" open-source price tag.

The controller and agent model

Jenkins runs on a distributed model to get its work done. It has two main parts:

  • A Jenkins Controller: This is the brains of the operation (it used to be called the "Master"). It manages the entire Jenkins setup, schedules jobs, and tells the agents what to do.

  • One or more Agents: These are the workers (formerly called "Slaves"). They connect to the Controller and do the actual work, like running builds or tests.

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Stevia Putri

Stevia Putri is a marketing generalist at eesel AI, where she helps turn powerful AI tools into stories that resonate. She’s driven by curiosity, clarity, and the human side of technology.