dbt and Airflow are the engineer's stack – code-first transformation in one tool, orchestration in another, and a data engineer to own both. Refyner does the everyday version of that job in one place, with models built in, so an analyst can ship it without waiting on the team.
The right stack for a data engineering team that wants version-controlled SQL and full orchestration. But it's two tools to operate, code-first by design, and the eCommerce and subscription models are all yours to write – which means routine work still flows through engineering.
Prep and schedule in one tool on your Snowflake, with the models already built – so analysts handle the routine themselves and your engineers are freed for the genuinely hard problems instead of the ticket queue.
| Refyner | dbt / Airflow | |
|---|---|---|
| eCommerce & subscription models built in | Yes | Build it yourself |
| Built & run by analysts | Yes | Engineer-run |
| Prep and schedule in one place | Yes | Two tools |
| Visual or SQL | Both | Code-first |
| Runs on your Snowflake | Pushdown | Yes |
| Supported, with an SLA | Included tier | DIY / self-managed |
Comparison is directional and reflects typical eCommerce/subscription use on Snowflake.
Everyday prep and scheduling without a pull request or an engineer in the loop – the routine ships in days, not sprints.
The eCommerce and subscription models you'd otherwise write as dbt projects are built in and populated on connect.
Prep and orchestration in one place with real support behind it – instead of two open-source tools you operate yourself.
If you have a data engineering team that wants full control – version-controlled transformations, custom orchestration, and bespoke modelling across the whole business – dbt and Airflow are excellent. Refyner isn't a replacement for that backbone; it takes the everyday eCommerce and subscription dataflows off it, so your engineers aren't a ticket queue for routine work. Many teams run both.
See Refyner handle an everyday dataflow your team would otherwise queue – this week.