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I thought I had read somewhere that Jenkins supports integration with Eclipse to build Eclipse projects, but now I cannot find any documentation supporting this. Is this possible to do or am I barking up the wrong tree?
Yes, it is possible. You could use Maven builds with Tycho (see the Minerva example).
You could also use Buckminster to reuse the PDE builds – Jenkins also has a Buckminster plug-in for easier configuration. And it is also possible to build Eclipse with Ant, and execute it with Jenkins.
If I have to choose a way, I would suggest Tycho – it seems the most easy to use from the current items, and would forget Ant, as it is not that well supported.