Sf Datacloud Prepare

This is the ingestion and lake prep layer of Salesforce Data Cloud. You'll use it when you're setting up data streams, managing Data Lake Objects, configuring transforms, or handling Document AI pipelines after your connectors are already wired up. The skill includes a readiness classifier that checks org state before mutating ingestion assets, which is helpful because Data Cloud's CLI behavior varies wildly depending on connector type. Unstructured sources like SharePoint often need UI setup first, and the stream refresh commands don't always do what you'd expect from their names. It hands off to harmonize once your DLOs are healthy and queryable.