Kafka-based streaming platform; MongoDB CDC runs via the Debezium or MongoDB Atlas source connector on Kafka Connect.
Teams that already run Kafka and want MongoDB change events available as a topic for multiple downstream consumers, not just a single SQL target.
Confluent Cloud: billed per connector-task-hour plus $/GB transferred, plus $0.27778/hr for dedicated Connect clusters. Self-managed Kafka Connect is free software; you pay for the Kafka infrastructure it runs on.
Feature comparison
Frequently asked questions
Not directly — Kafka Connect (with the Debezium or MongoDB Atlas source connector) gets MongoDB changes into a Kafka topic. You still need a sink connector and schema mapping to land that data in a SQL database, with no built-in bulk-load-then-cutover workflow.
Confluent Cloud charges per connector-task-hour plus per-GB data transfer. Self-managed Kafka Connect is free, but you pay for and operate the underlying Kafka cluster.
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