Lab article · ~14 min read

Data Synchronisation: Debezium & Outbox

The dual-write problem and how to solve it: change data capture with Debezium, the transactional outbox pattern, idempotent downstreams, schema drift, and the reconciliation that catches the edge cases.

Debezium CDC Kafka Connect Outbox Pattern Postgres
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Cross-region replication patterns

Active/active vs active/passive multi-region data, conflict resolution, and the trade-offs between latency, consistency, and operational simplicity.

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Reconciliation pipelines for regulators

Daily reconciliation jobs that catch CDC drift, the audit trail regulators want, and how to wire up automated break investigation.