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From empty directory to a running DAG on local Astro in about fifteen minutes. Assumes less experience with Airflow.

Your first dbt model against the Causeway lakehouse, start to finish in about twenty minutes.

From zero to a running job on a Causeway Databricks workspace. Twenty minutes, no notebooks required.

Connect Power BI Desktop to a Databricks SQL warehouse, build a model against a gold table, publish a thin report. About thirty minutes.

From a fresh laptop to a working data-creator environment: extensions installed, interpreter wired, first dbt model running, in under thirty minutes.

From a CSV on disk to a Silver contract in fifteen minutes.