Most Airbyte deployments start as someone's Helm install and end up carrying production data movement. The gap between those two states is resource isolation, credential handling, backup of the internal database, and a tested recovery path.
The platform was running with default resource requests, source credentials stored in plain configuration, and no backup of the Airbyte internal database that holds connection state. A single node eviction could take out running syncs, and losing the internal database would have meant re-registering every connection and re-reading every source from scratch.
Airbyte on a managed Kubernetes cluster, PostgreSQL internal database, sources spanning core banking systems and SaaS platforms, operating under internal audit requirements.
AceMQ worked with the platform team to define resource classes for sync pods, move credentials into an external secrets manager, and put the internal database on a tested backup and restore cycle. We also separated workloads so a heavy sync cannot starve the scheduler.
The deployment survived a deliberate node-drain test with syncs resuming from state, and the team had documented recovery procedures they could show to auditors instead of describing from memory.
A structured review of an Airbyte estate that had grown organically — auditing connector versions, sync modes, state handling, and failure visibility.
Assessing and hardening container images and runtime configuration — non-root execution, read-only filesystems, and secrets that had been baked into layers.
Whether you need architecture advisory, 24/7 support, or full managed services, AceMQ has the expertise to help.