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ConceptIncremental Computation

Incremental Computation

Incremental computation is a computing paradigm that recomputes only the affected portions of a result when the underlying data changes, and is commonly used for materialized view maintenance in real-time analytics. It is efficient for decomposable metrics such as sums, counts and averages, and is used in conjunction with stream processing.

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Oct 13

Incremental Computation means that when the underlying data changes, only the affected partial results are recomputed, rather than recomputing everything each time.

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Oct 13

The key difference between incremental computation and stream processing: stream processing performs in-window processing on event streams, while incremental computation continuously maintains state, and the two are often used together.

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