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To put it very simply “distributed” means that the work is distributed among many workers.
distribute
dɪˈstrɪbjuːt,ˈdɪstrɪbjuːt/Submit
verb
past tense: distributed; past participle: distributed
1.
give a share or a unit of (something) to each of a number of recipients.
when you run a task celery puts it on a queue, messages are passed to the workers, one of them runs the task.
Source:stackexchange.com