Can Kafka Queues Make Consumers Faster?

Kafka Queues promise consumer scaling beyond partitions, but benchmarks show share consumers still lag far behind standard Kafka consumers.

Data Streaming Journal

What’s new in Spring for Apache Kafka 4? by Tim van Baarsen @ Spring I/O 2026

#apachekafka

https://youtu.be/742i_bpOEa8?is=_2Ze21sQdYL3C2V1

What’s new in Spring for Apache Kafka 4? by Tim van Baarsen @ Spring I/O 2026

YouTube

Stateful Kafka Streams Processors: Reducing Rebalancing - Lessons Learned

#apachekafka

https://lukastymo.com/posts/028-stateful-kafka-stream-processors

Stateful Kafka Streams Processors: Reducing Rebalancing - Lessons Learned

Stateful Kafka Streams on Kubernetes need configuration to stay stable during rolling updates without causing lag. If your processor must be fast, runs on few partitions, and short lag matters, the defaults are not enough. Enable static membership with a timeout based on the worst-case duration of your rolling updates.

lukastymo

Awesome Kafka

#apachekafka

A curated list of awesome Apache Kafka resources, tools, libraries, and applications.

https://github.com/conduktor/awesome-kafka

GitHub - conduktor/awesome-kafka: A curated list of awesome Apache Kafka resources, tools, libraries, and applications

A curated list of awesome Apache Kafka resources, tools, libraries, and applications - conduktor/awesome-kafka

GitHub

Sensor City Traffic Demo — Kafka on Kubernetes

#apachekafka

https://github.com/mkumm/kafka-sensor-city

Kafka-Driven User Notification System

#apachekafka

A comprehensive demonstration of Apache Kafka integration with Spring Boot, covering everything from basic producer-consumer patterns to advanced schema registry implementations.

https://github.com/ARONAGENT/Kafka-Driven-User-Notification-System

GitHub - ARONAGENT/Kafka-Driven-User-Notification-System: Kafka-based user notification system built with Spring Boot. Supports Avro serialization, Confluent Schema Registry, secure communication, and real-time event processing with monitoring.

Kafka-based user notification system built with Spring Boot. Supports Avro serialization, Confluent Schema Registry, secure communication, and real-time event processing with monitoring. - ARONAGEN...

GitHub

Fraud Detection System

#apachekafka

A real-time fraud detection system built with Apache Kafka, featuring dual-format messaging (Avro + JSON), stateful stream processing, and a rich terminal-based monitoring UI.

https://github.com/mahmoudnajmeh/fraud-detection-system-kafka

GitHub - mahmoudnajmeh/fraud-detection-system-kafka

Contribute to mahmoudnajmeh/fraud-detection-system-kafka development by creating an account on GitHub.

GitHub

OTT Streaming Analytics Pipeline (Kafka + PySpark + SQL + Delta Live Tables)

#apachekafka

https://github.com/RaviDavala/KafkaProject

GitHub - RaviDavala/KafkaProject: Kafka OTT Streaming Platform Data Pipeline project

Kafka OTT Streaming Platform Data Pipeline project - RaviDavala/KafkaProject

GitHub

Getting Started with Apache Kafka – The Ultimate Beginner’s Guide.

#apachekafka

https://muslimahmad.com/getting-started-with-apache-kafka-ultimate/

Getting Started with Apache Kafka- The Ultimate Beginner's Guide (Part 1)

If you've been in the backend world for a while, you've probably heard the word "Kafka" thrown around in system design interviews, architecture meetings, or that one senior dev's Slack message. I remember the first time I came across it - I thought, "Another tool? Really?" But once I actually sat down and understood what Kafka does, it genuinely changed how I think about building systems at scale.

Blog | Muslim Ahmad
Relieving an overloaded Kafka streaming system

Using classical Kafka patterns to solve a high consumer lag

Timothée