Building with AI before the playbook exists.

Debezium CDC + Outbox on Kubernetes (with Helm)

We stopped publishing Kafka events directly from our service code and moved to Change Data Capture with the Outbox pattern using Debezium — atomic DB writes + event publication, fully automated on Kubernetes via Helm.