Cron jobs are blocking each other from running

The manual states:

Note that an in-progress cron task postpones any later scheduled instance of the same task until the running task is complete.

However, what I am seeing is that a long-running cron job is blocking any other cron job from running. It seems the lock is global, not local to each cron task.