The Mathematics of Backlogs: Capacity Planning for Queue Recovery

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Posted on Wed May 13 2026 | 2:30 pm

Backlogs in distributed systems are arithmetic problems, not mysteries. This article provides practical formulas for calculating backlog drain time, sizing consumer headroom, and setting auto-scaling triggers. It covers key failure modes — retry amplification, metastable states, and cascading pipeline bottlenecks — plus when to shed load instead of draining.

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