Apache Kafka

Why Jev by TypeSafe AI Fits Apache Kafka and Flink Better Than LLMs

Jev by TypeSafe AI returns typed decisions with calibrated probabilities in a few hundred milliseconds. This post shows how a…

2 weeks ago

Data Streaming Trends Q3 2026: What Changes Through 2027

The Q3 2026 edition of the data streaming trends names ten trends through 2027, grouped by market, architecture, and practice:…

3 weeks ago

When NOT to Use Stream Processing: Messaging and APIs Are Often Enough

Confluent rearchitected Control Center away from its Kafka Streams metrics pipeline. Kestra 2.0 rebuilt its queuing layer around plain queueing.…

2 months ago

When to Use AMQP, JMS, Kafka, or MQTT: Trade-offs, Not a Winner

AMQP, JMS, Kafka, and MQTT get compared as rivals, but a message broker, a log, and a device protocol sit…

3 months ago

Kafka vs Flink vs Spark: Do You Really Need Real-Time?

Most vendors sell milliseconds, but most enterprise use cases do not need them. A critical look at Kafka, Flink, Spark,…

3 months ago

My Confluent Chapter: From Apache Kafka Startup to $11 Billion IBM Acquisition

Nine years at Confluent: from a Silicon Valley startup with 100 people to an $11 billion IBM acquisition. A personal…

4 months ago

Why Databricks and Snowflake Speak the Kafka Protocol: Ingestion vs. Architecture

Databricks and Snowflake now speak the Kafka protocol. But using the Kafka API to feed a lakehouse is very different…

4 months ago

MCP vs. REST/HTTP API vs. Kafka: The Architect’s Guide to Agentic AI Integration

MCP, REST/HTTP APIs, and Apache Kafka are not alternatives. They solve different problems at different layers of the architecture. This…

6 months ago

The Shift Left Architecture 2.0: Operational, Analytical and AI Interfaces for Real-Time Data Products

The Shift Left Architecture moves data integration logic into an event-driven architecture where governed data products are built once and…

7 months ago

Dashboards and Queries for Apache Kafka: Operational, Explorative, and the Role of the Context Engine

Dashboards are a popular way to make streaming data visible and useful, but they are not always the right solution.…

7 months ago