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Queue worker count calculator (Little’s Law)

Size the workers behind a job queue from arrival rate, processing time and the utilization you want to keep

Your numbers

Result

Workers needed

33

Jobs in progress on average
22.5
Jobs per hour
1,800
Jobs per day
43,200

How it is calculated

Little’s Law: jobs in progress = arrival rate × time per job. Workers needed = jobs in progress / target utilization, rounded up. Keeping utilization below 100% leaves room for bursts.

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n8n automation

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