Monitoring Kafka consumer lag is essential for ensuring timely data processing in streaming pipelines. While Apache Kafka offers persistent offset tracking, Azure Event Hubs (Kafka-enabled) behaves differently—especially when consumer groups go inactive. This guide explores advanced techniques, code samples, and best practices to monitor lag across all consumer states.
Mastering Kafka Consumer Lag Monitoring in Azure Event Hubs
Introduction
Kafka consumer lag is a vital metric for streaming architectures, indicating how far behind consumers are in processing me...
Updated Nov 05, 2025
Version 1.0
Sunip
Microsoft
Microsoft