Foremost, we're focused on Transforms - helping users create and manage complex ETL transforms - this is your business logic.

One is the category of schedulers - airflow, astronomer - these are focused on scheduling these Transforms, so these are very different (we integrate well with airflow).

Then there is the NoCode category of transform services on cloud - these focus on simple movement of data - datacoral, segment, fivetran and all might fit here.

We're quite different from both!