Greenfield Fabric architecture, or migration from BYOD, legacy SQL Server, Azure DW, or SAP BO. Medallion lakehouse, Direct Lake semantic models, OneLake shortcuts, Snowflake or Iceberg mirroring, capacity strategy, governance written down before the first pipeline lands. DBT Core in the warehouse where the model layer shouldn't be doing the heavy lifting.
What you get
- Medallion (Bronze / Silver / Gold) PySpark patterns, notebook-first, deterministic
- DBT Core on Snowflake or on Fabric warehouses — sources, tests, exposures, macros, CI
- Direct Lake semantic models against Iceberg or Delta — fall-back strategy when DAX needs it
- Snowflake or Azure SQL Mirroring into Fabric, with OneLake shortcuts where it's cheaper
- Eventhouses, Real-Time Intelligence, KQL queries, Eventstream pipelines
- Git-integrated workspaces — fabric-cli automation, sempy notebooks for validation
- Multi-tenant and multi-geo capacity design, with capacity reservation strategy
Stack
deliverable
An architecture decision record, a working medallion lakehouse, a DBT project under PR-gated CI, and a migration plan with cutover dates and a roll-back gate.