Guides stay short on purpose. Deployment, Docker, and pilot grids live on shared pages — not here.
Why teams move now
- License sprawl. Per-seat Designer cost compounds as analyst teams grow.
- Desktop / Server ceiling. Workflows that mattered on a laptop hit walls at enterprise volume.
- Governance gap. Visual-only assets resist review, testing, and CI.
Hardest construct — sanitized peek
Enough to judge fit. Not a rebuild-the-parser cookbook.
Before // Filter + Summarize (sanitized) After (bigquery) SELECT region, SUM(amt) AS total FROM src WHERE status='A' GROUP BY region
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.