Glossary Library

Technical GlossaryData Engineering and AI Infrastructure

Batch Backlog

A load condition in which scheduled batch jobs accumulate in the processing queue because they cannot complete on time.

Batch backlog is an early warning signal of capacity or scheduling problems in batch-processing systems. When jobs begin to pile up, data freshness drops, reports get delayed, and operational pressure rises. This is not only a performance issue, but also a planning and prioritization issue. Healthy batch environments manage capacity and window design before backlog becomes chronic.

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Poisson Distribution

A discrete distribution used to model the number of events occurring within a fixed interval of time or space.

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Constrained Optimization

An optimization approach in which the solution must satisfy not only the objective function but also specified constraints.

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Labeling Guideline

A formal instruction document defining the rules, examples, and exceptions to be used during labeling.