Guides stay short on purpose. Deployment, Docker, and pilot grids live on shared pages — not here.
Why teams move now
- SQL Server coupling. Packages tied to on-prem Agent jobs age poorly.
- Script Task debt. Custom C# is hard to staff and harder to port by hand.
- Cloud destination already won. Warehouses and lakehouses are where the data lands.
SQL vs Python
BigQuery SQL when SQL is enough. When you need Python, we emit PySpark on Dataproc that writes to BigQuery.
What good looks like
Parser-driven conversion, readable bigquery 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.