Declaring a quality rule is not blocking the data. In Delta, NOT NULL and CHECK block; in Lakeflow, an expectation with no action retains the row; keys and unique only declare; MERGE ignores the new column. See what each layer does, how to build a quarantine and how to read the count, with an example run locally.
The deploy went green, and a full refresh wiped the bronze table that Kafka could no longer replay. In Databricks Lakeflow, the bundle carries the code from dev to prod, but state stays in each environment: the deployment record, the streaming checkpoints, the tables themselves and the identity that runs the pipeline. This article shows the four states the bundle does not carry, what each command can delete and the guards you declare in the bundle before the first production deploy.
The demo convinces, the workspace disagrees. In Microsoft Fabric the ontology is now a real item: a REST API, a definition in files and a child graph created on its own — and it is that child that issues the bill. This article gathers what the item really is, why every refresh is full and freshness became a cost decision, the four capacity meters, how far binding actually reaches, three points where the official documentation contradicts itself — and what has to be in place before switching this on in production.
Federating, mirroring, and ingesting are not synonyms — and in Fabric "mirroring" already means three different mechanisms. When to use Lakehouse Federation, when to mirror a catalog or a database into Microsoft Fabric, when to ingest with Lakeflow Connect, what is actually free, and why source permissions do not cross the OneLake boundary.
The bottleneck of enterprise AI is not the model, it is governed business context. How Unity Catalog Metric Views, Genie Ontology and Fabric IQ form a single semantic layer over one copy of the data — with an FSI use case, cost model and roadmap.
The memory types of an agent (short/long-term, episodic, semantic, procedural) and how to implement the retrieve/write-back loop in the Microsoft Agent Framework.