Airbyte Consulting & Services for Enterprises

Our Airbyte consulting covers deployment architecture (self-hosted OSS on Kubernetes or Airbyte Cloud), custom connector development with the Airbyte CDK, incremental sync design, orchestration with dbt and Airflow, and migration from Fivetran, Stitch, or hand-rolled scripts. Every engagement is staffed by a named senior engineer.

It depends on data residency requirements, your team's Kubernetes operational maturity, and how much of the connector catalog you need out of the box. Self-hosted OSS gives you full control and no per-row cost, but you own the ops. We help you evaluate both against your actual constraints rather than defaulting to one.

Yes. We build custom connectors using the Airbyte CDK — the low-code CDK for standard REST/JSON APIs, and the Java CDK for high-throughput or protocol-specific sources. We also handle incremental sync and cursor design so the connector doesn't re-scan the full dataset on every run.

We map your existing connectors one-to-one against Airbyte's catalog, build custom connectors for anything not covered, and run a parallel-sync validation period comparing row counts and checksums before cutting over. Most migrations are driven by per-row billing costs or the need for a self-hostable, extensible platform.

We treat Airbyte as the extract-and-load layer and dbt as the transformation layer, orchestrated by Airflow for dependency-aware scheduling. This keeps raw data auditable, transformation logic version-controlled and testable, and the whole pipeline observable end to end rather than one opaque sync job.

We start by distinguishing a transient source-API error from a genuine schema-breaking change, since the remediation is completely different. From there we stabilize the sync, backfill any gap, and document the root cause. We stay engaged until the pipeline is confirmed healthy, not just until the next scheduled run succeeds.