How does R integrate with Apache Kafka for real-time analytics pipelines?

R integrates with Kafka via connectors to consume streaming data in micro-batches.

R is not natively streaming, but packages and system integrations allow consumption of Kafka topics via REST proxies or consumer libraries. Data is processed in chunks or pushed into Spark streaming systems where R acts as analytics layer.