Term Kind Topic What it is
Checkpoint Interval metric Stream Processing Frameworks How often a stateful processor persists its state and offsets, which trades steady-state overhead against how much work is redone after a failure.
Completeness SLO Did Everything Arrive, Delivery Completeness metric Streaming SLOs The proportion of produced events that actually reached the destination - the streaming SLO that is measured least often and whose absence conceals the most damaging failure.
Consumer Lag metric Streaming SLOs The gap between the latest offset written to a partition and the offset a consumer group has processed, expressed in records or in time.
Dead-Letter Budget Diversion Budget, Poison Rate Budget metric Dead Letter Handling A declared ceiling on the share and the age of records a pipeline may divert before it counts as failing rather than coping - with an owner and a defined action attached to each breach.
Feature Freshness metric Feature Freshness How recent the data behind a model's input features is at the moment of inference, and the training-serving consistency problem it creates.
Feature Staleness metric Feature Freshness The age of the feature values a model scores against, and the divergence between how they are computed at training time and at inference time.
Keyed State Size metric Stateful Stream Processing The total state a job holds per key across all keys, which governs memory, checkpoint duration and recovery time.
Retention Cost metric Streaming Cost The storage bill for keeping a log replayable, which is set by retention multiplied by throughput multiplied by the replication factor.
Watermark Lag metric Watermarks & Late Data How far behind the newest event a watermark is held, which trades result latency against how much late data is included.
Window Overlap Factor Hop Multiplier, Sliding Window Fan-Out metric Windowing The ratio of a sliding window's size to its advance - the number of windows each record belongs to, and therefore the multiplier on state, output volume and any naive sum taken downstream.