Who supports self-hosted Airbyte?
Airbyte supports its Cloud product. Self-hosted open source Airbyte is community supported with no response time, and community connectors carry no support commitment. AceMQ supports self-hosted Airbyte, Airbyte Enterprise and Cloud estates 24/7, with a named senior engineer, a 15-minute emergency response and a written root-cause analysis after every P1.
Who answers when an Airbyte sync fails in production, and how fast?
A named AceMQ senior data engineer answers within 15 minutes, 24/7, when a pipeline feeding production reporting or ML data stops, on Cloud, Enterprise or self-hosted Airbyte. Lower severities get a first response within 1 hour, 4 hours or the next business day, and the engineer stays until the root cause is documented.
Why does a sync succeed but the warehouse table look stale?
A succeeded status only confirms that extraction and load finished. It does not show that a schema change dropped a column, that one stream stopped landing, or that a downstream dbt step ran. AceMQ adds freshness checks on destination tables and schema change alerts, so a stale table pages someone instead of waiting for a dashboard.
Airbyte Cloud or self-hosted: how do we choose?
It depends on data residency, your team's Kubernetes maturity and how much of the connector catalog you need. Cloud removes platform operations and bills on usage. Self-hosted keeps data inside your network and puts upgrades and worker sizing on you. AceMQ evaluates both against your volumes and constraints instead of defaulting to one.
Why did our warehouse bill jump when the data did not change?
Usually an incremental sync that fell back to full refresh, because a cursor column changed, state was reset or a connector upgrade changed behaviour. A few very large tables then re-read their whole history on every run. AceMQ reviews sync mode, cursor and primary key per stream and schedules heavy tables less often than light ones.
Can you build or maintain a custom Airbyte connector?
Yes. AceMQ builds connectors with the Airbyte CDK, using the low-code framework for standard REST APIs and the Java CDK for high-throughput sources. We also maintain existing ones, including repairing breakage after a platform or CDK upgrade, which is the most common cause of custom connector failures we see.
Can you move us from Fivetran, Stitch or Pentaho to Airbyte?
Yes. AceMQ maps each existing connector to Airbyte's catalog or a custom connector, plans the historical backfill to avoid duplicates and gaps, and runs both pipelines in parallel comparing row counts and checksums before cutover. From Pentaho, Kettle transformations map to Airbyte extraction plus dbt models, and we say plainly when a job is not worth moving.
How does an Airbyte engagement start, and how do you work with our team?
It starts with a scoping call booked in our reply within 1 hour, then a 1 to 2 week assessment of connections, sync modes, workers and connector versions. Findings are written up within a week and changes are made alongside your engineers, connection by connection. You keep the runbooks, and ongoing support is optional.
Can we work with AceMQ on Airbyte without a long contract?
Yes. AceMQ works on Airbyte in two ways: ad hoc engagements for a defined piece of work, such as a health check, an upgrade or an incident, or an annual partner engagement that covers 24/7 support, proactive reviews and named engineers. Many teams start ad hoc and move to an annual partnership once the first engagement is done.
How much does AceMQ Airbyte support or consulting cost?
Every AceMQ proposal is tailored to your requirements: your Airbyte environment, the SLA you need, the hours of cover and the scope of work. Most contracts run $24,000–72,000 a year, depending on the SLA, the scope and how Airbyte is deployed, with aggressive discounts when several technologies share one contract. Request a quote and AceMQ replies within 1 hour.
PostgreSQL
Snowflake
Kubernetes
dbt
Kafka
Docker
