Data engineering news
Field notes and commentary — written from delivery experience, not press releases.
Converting Power Query M-code into declarative pipelines removes most of the orchestration glue that used to make these migrations expensive. What that means if you're still running prep logic inside Power BI.
Federated query across analytical and operational stores is finally practical — and it changes where you draw the sync boundary.
Triggered versus continuous execution is a budget decision disguised as an architecture decision.
As Lakehouse-to-operational sync spreads, schema evolution becomes everyone's problem. Contracts are the cheapest fix.
What it means for teams still defaulting to Oracle for workloads that no longer need it.
Where LLMs genuinely reduce toil in data work — and the three places they quietly make quality worse.
Lessons from institutional data handling that transfer directly to regulated commercial environments.
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