Labs
What the Labs products run on
Data Control Tower runs on diF, the data integration framework underneath it: a FastAPI control plane with its configuration and scheduler state in Postgres, specialized Python worker fleets on Kubernetes that scale on queue depth and to zero on KEDA, a React console served as static assets from S3, dbt for in-warehouse transformation, DuckDB and MotherDuck for local and serverless analytics, and Prometheus for the metrics the Control Tower reads.
Vindas is simpler by design: Postgres holds every record as it was first published, Python collectors read the state WARN pages, the SEC and the press on their own cadence, and a React console serves the brief, the company pages and the watchlists.
The Labs stack
Components the platforms own. The systems they connect to — warehouses, SaaS APIs, object storage — are a separate, longer list.
Looking for what we work with on client engagements?
Snowflake, Databricks, dbt, Airflow, Terraform and the cloud platforms sit with the enterprise data architecture assessment.
Enterprise data architecture assessment