Opinionated about tools.
Quietly.

Airbyte

Airbyte is our default for teams that want connector breadth without vendor lock-in.

Fivetran

Fivetran is the fast path to reliable ingestion when you'd rather not operate connectors yourself.

Hevo

Hevo is our pick when marketing teams need ownership of their pipelines.

Airflow

Airflow is the workhorse for teams with complex orchestration needs — cross-system dependencies, SLAs, and custom Python.

Prefect

Prefect feels like writing Python — because it is.

Dagster

Dagster treats your data as assets, not jobs — which is how data teams actually think.

dbt

dbt is the industry standard for data transformation.

Python

Python is the glue of every real data stack.

Snowflake

Snowflake scales beautifully — but only if you configure it to.

BigQuery

BigQuery's serverless model is unmatched when configured well.

Databricks

Databricks is our default when ML, big data, and SQL need to live in the same place.

Google Cloud

Google Cloud is the cleanest path for teams who want serverless analytics without managing capacity.

AWS

AWS gives you every primitive.

Looker

Looker shines when your team treats LookML like real code.

Power BI

Power BI is the right call when your org lives in the Microsoft ecosystem.

Sigma

Sigma is our pick for teams where finance, ops, and business users need spreadsheet-level flexibility on top of the warehouse.

Superset

Superset is the open-source default when you need embedded analytics without per-seat licensing.

Hex

Hex is the best notebook for teams — SQL, Python, and visualization in one place, with real governance.

Jupyter

Jupyter is the universal starting point.