MWAA Migration: Move Apache Airflow Without Relearning Lessons
An operator’s MWAA migration plan—what moves as‑is, what to redesign, exact checks, and a parallel‑run cutover with rollback. Use it in‑house or bring us in.
We stand up the database, pipe in your sources (Stripe, QuickBooks, HubSpot, GA, your app DB), and ship a starter dashboard your leadership team will actually open every Monday.
Not every team starts with dbt. If you're running on spreadsheets, point queries, or "I'll ask the engineer for that number" — we start at the foundation. Pick the right warehouse for your stage, wire in source data, and build a small, opinionated set of dashboards that surface revenue, retention, ops health, and the leading indicators of trouble.
An operator’s MWAA migration plan—what moves as‑is, what to redesign, exact checks, and a parallel‑run cutover with rollback. Use it in‑house or bring us in.
A practitioner’s guide to scoping, building, and rolling out an executive dashboard that leadership trusts—definitions first, charts second.
A practical path from an opaque warehouse bill to a defensible cost ledger. Concrete Snowflake and BigQuery patterns, tags, roles, reservations, and showback/chargeback.
We maintain a small client roster on purpose. If we're the wrong fit, we'll say so — and usually we know somebody who isn't.