Guides stay short on purpose. Deployment, Docker, and pilot grids live on shared pages — not here.
Why teams move now
- Legacy lock-in. Proprietary runtimes and licenses keep climbing.
- Staffing risk. Fewer engineers want to maintain the old stack.
- Cloud destination decided. Buyers need conversion to a specific target — not a menu.
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.