After an upgrade of Jenkins v1.565.1 my startup time dropped down to about 30-40 min from the original 2 hours.
However, the startup is still long. In my case it is definitely due to the matrix plugin. After a few exchanges on the mailing lists the conclusion is that this is an I/O bottleneck due to Jenkins being sensitive to I/O operation rate. Others have mention a significant improvement when moving the build logs to solid state disks that can perform orders of magnitude more I/O ops per second.
I think to fix this situation one would need to rethink how Jenkins deals with I/O down to the core.

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