Guides stay short on purpose. Deployment, Docker, and pilot grids live on shared pages — not here.
Why teams move now
- Studio / license cost. Perpetual Studio estates get expensive to keep.
- Job design sprawl. tMap graphs resist review at scale.
- Cloud targets decided. Teams already picked Databricks, Snowflake, or BigQuery.
SQL vs Python
Snowflake SQL when SQL is enough. When you need Python, we emit PySpark that writes to Snowflake.
What good looks like
Parser-driven conversion, readable snowflake output, and row-level parity before cutover. Upload a sample or run a pilot on your estate — no email gate to peek.
Next step
Try a curated sample, then price your estate. Book a call only for guided / air-gapped needs.