Alibaba Cloud Developer

Jul 31, 2023 · Big Data

From BI to Kappa: How Data Architecture Evolved in the Big Data Era

This article traces the evolution of data architecture from early BI systems through traditional big‑data stacks, streaming, Lambda and Kappa designs, and explains how a unified stream‑batch model simplifies development while keeping logic consistent across data‑analysis and pipeline applications.