Handling multiple branches in continuous integration

When you talk about scaling CI you're really talking about scaling the use of your CI server to handle all your feature branches along with your mainline. Initially this looks like a good approach as the developers in a branch get all the advantages of the automated testing that the CI jobs include. However, you run into problems managing the CI server jobs (like you have discovered) and more importantly, you aren't really doing CI. Yes, you are using a CI server, but you aren't continuously integrating the code from all of your developers.

Performing real CI means that all of your developers are committing regularly to the mainline. Easy to say, but the hard part is doing it without breaking your application. I highly recommend you look at Continuous Delivery, especially the Keeping Your Application Releasable section in Chapter 13: Managing Components and Dependencies. The main points are:

• Hide new functionality until it's finished (A.K.A Feature Toggles).
• Make all changes incrementally as a series of small changes, each of which is releasable.
• Use branch by abstraction to make large-scale changes to the codebase.
• Use components to decouple parts of your application that change at different rates.

They are pretty self explanatory except branch by abstraction. This is just a fancy term for:

1. Create an abstraction over the part of the system that you need to change.
2. Refactor the rest of the system to use the abstraction layer.
3. Create a new implementation, which is not part of the production code path until complete.
4. Update your abstraction layer to delegate to your new implementation.
5. Remove the old implementation.
6. Remove the abstraction layer if it is no longer appropriate.

The following paragraph from the Branches, Streams, and Continuous Integration section in Chapter 14: Advanced Version Control summarises the impacts.

The incremental approach certainly requires more discipline and care - and indeed more creativity - than creating a branch and diving gung-ho into re-architecting and developing new functionality. But it significantly reduces the risk of your changes breaking the application, and will save your and your team a great deal of time merging, fixing breakages, and getting your application into a deployable state.

It takes quite a mind shift to give up feature branches and you will always get resistance. In my experience this resistance is based on developers not feeling safe committing code the the mainline and this is a reasonable concern. This in turn usually stems from a lack of knowledge, confidence or experience with the techniques listed above and possibly with the lack of confidence with your automated tests. The former can be solved with training and developer support. The latter is a far more difficult problem to deal with, however branching doesn't provide any extra real safety, it just defers the problem until the developers feel confident enough with their code.

I would set up separate jobs for each branch. I've done this before and it isn't hard to manage and set up if you've set up Hudson/Jenkins correctly. A quick way to create multiple jobs is to copy from an existing job that has similar requirements and modify them as needed. I'm not sure if you want to allow each developer to setup their own jobs for their own branches, but it isn't much work for one person (i.e. a build manager) to manage. Once the custom branches have been merged into stable branches, corresponding jobs can be removed when they are no longer necessary.

If you're worried about the load on the CI server, you could set up separate instances of the CI or even separate slaves to help balance the load across multiple servers. Make sure that the server you are running Hudson/Jenkins on is adequate. I've used Apache Tomcat and just had to ensure that it had enough memory and processing power to process the build queue.

It's important to be clear on what you want to achieve using CI and then figure out a way to implement it without much manual effort or duplication. There's nothing wrong with using other external tools or scripts that are executed by your CI server that help simplify your overall build management process.

I would choose dev+stable branches. And if you still want custom branches and afraid of the load, then why not move these custom ones to the cloud and let developers manage it themselves, e.g. http://cloudbees.com/dev.cb This is the company where Kohsuke is now. There is an Eclipse Tooling also, so if you are on Eclipse, you will have it tightly integrated right into dev env.