A practical Snowflake to Databricks migration plan for mid-market and enterprise teams: what to inventory, how to convert SQL, how to run both platforms in parallel and when to cut over.
Delta Live Tables is now Lakeflow Declarative Pipelines. Your DLT code still runs, APPLY CHANGES now has a newer name in AUTO CDC, and the real work is cleaning up the process around your pipelines, not the code.
Databricks pricing is a DBU meter plus a cloud bill underneath it. Here is how the pieces fit, where lakehouse budgets go wrong, and what to ask before you commit.
Most ETL tool rankings assume a warehouse target. This comparison looks at eight options through a lakehouse lens: where each one runs, how it bills, and where it breaks.
Unity Catalog is the governance layer of the Databricks lakehouse. This guide covers the object model, grants, environment isolation, lineage and a rollout order that holds up in production.
A data lake stores everything cheaply but governs little. A lakehouse adds table transactions and one catalog on the same storage. Here is what that changes for governance, cost and your team’s week.