What Nobody Explains About Debezium in 2026 (But Should)

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Debezium's team addresses common misconceptions from CDC evaluation articles, clarifying that Kafka is not required and offering multiple deployment models: Kafka Connect, Debezium Server (standalone with Kinesis, Pub/Sub, Pulsar, etc.), Debezium Platform (operator-managed), and embedded options via Quarkus, Spring Integration, Apache Camel, or PyDebezium. Setup complexity is shown to be minimal with a single Docker command. SMTs cover filtering, masking, routing, and even AI vector embeddings. Monitoring relies on JMX + Prometheus + Grafana rather than a built-in UI. The post honestly outlines when Debezium is not the right fit: fully managed SaaS needs, all-in-one transformation platforms, teams with no JVM experience, or small-scale simple CDC scenarios.

15m read timeFrom debezium.io
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How Debezium fits modern CDC architectures

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