Big Data Technology & Architecture

May 12, 2019 · Big Data

Understanding Spark Streaming Integration with Kafka: Receiver-based and Direct Approaches

This article explains Spark Streaming’s architecture, core concepts such as DStream, windowing, and the two Kafka integration methods—Receiver-based and Direct approaches—detailing their configurations, memory implications, checkpointing, and best‑practice recommendations for reliable, high‑throughput real‑time data processing.