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incremental computation

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DaTaobao Tech
DaTaobao Tech
Dec 18, 2024 · Big Data

Incremental Computation in Big Data: Flink Materialized Table and Paimon

The article explains how Flink 1.20’s Materialized Table combined with Paimon’s changelog storage enables incremental computation that unifies batch and streaming workloads, delivering minute‑level latency at lower cost, illustrated by a materialized‑table example while noting current streaming‑only support and future batch extensions.

Big DataFlinkPaimon
0 likes · 13 min read
Incremental Computation in Big Data: Flink Materialized Table and Paimon
ByteDance Web Infra
ByteDance Web Infra
May 27, 2021 · Fundamentals

Understanding Build Systems à la Carte: Theory, Incremental Computation, and Front‑End Applications

This article reviews the paper “Build Systems à la Carte”, explains its abstract build‑system model, shows how incremental computation concepts apply to tools such as Excel, React, Recoil, module loaders and dependency injection, and demonstrates a TypeScript translation of the core ideas for front‑end developers.

Recoilbuild systemsincremental computation
0 likes · 37 min read
Understanding Build Systems à la Carte: Theory, Incremental Computation, and Front‑End Applications
Ctrip Technology
Ctrip Technology
Mar 25, 2021 · Big Data

Challenges and Approaches for Real‑Time Data Aggregation Analysis

The article examines the key challenges of real‑time data aggregation—data freshness, timely processing, and result visibility—and surveys common solutions such as timestamp‑based sync, CDC, full and incremental computation, storage formats, and trigger mechanisms.

Big DataCDCdata aggregation
0 likes · 11 min read
Challenges and Approaches for Real‑Time Data Aggregation Analysis