Pipelines that run on time, every time.
Apache Airflow consulting and managed Airflow: deployment on Kubernetes, DAG best practices, CI/CD, monitoring and upgrades, as a self-hosted alternative to MWAA, Cloud Composer or Astronomer.
Airflow is easy to start and hard to run at scale. Most pain comes from the scheduler, executors and DAG hygiene, not from Airflow itself.
Apache Airflow, end to end.
Deployment
Airflow on Kubernetes with the official Helm chart, sized for your DAGs.
Executors & scaling
KubernetesExecutor or Celery, with workers that scale with the queue.
DAG best practices
Idempotent tasks, retries, SLAs and code structure your team can maintain.
CI/CD for DAGs
Tests and deployments on every merge, with no manual copying of files.
Monitoring & alerting
Failures, delays and SLA misses alerted where your team works.
Upgrades
Airflow 2.x and 3.x upgrades planned and tested against your DAGs.
Three steps, no big-bang cut-over.
Review
Current Airflow setup, DAGs and pain points.
Build or fix
Deployment, CI/CD and monitoring done properly.
Operate
Upgrades and support by your team or by us.
Deliverables you keep.
- Airflow deployment as code
- Executor and scaling setup
- DAG guidelines and templates
- CI/CD pipeline for DAGs
- Alerting and dashboards
- Upgrade runbooks
Tools we use here.
Start small, or hand it all over.
Assess
Read-only review, ranked plan in 5 days.
Build & hand over
Built in your account, then handed to your team.
Fully managed
We run it end to end, with an SLA.
Support
Senior help for your engineers.
Questions about Apache Airflow.
Is self-hosted Airflow worth it vs MWAA or Composer?
For many teams, yes: more control and lower cost at steady usage. We compare both for your workload.
Can you migrate us from MWAA or Composer?
Yes. DAGs, connections and variables move with minimal change.
Do you work with dbt?
Yes. Airflow orchestrating dbt is one of the most common setups we run.
What about Dagster or Prefect?
We can advise on them too; we recommend Airflow when its ecosystem and your team fit.
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