Sf Datacloud Segment

This handles the audience definition phase of Salesforce Data Cloud: creating and publishing segments, managing calculated insights, checking member counts, and troubleshooting segment SQL. It wraps the sf data360 CLI's segment and calculated insight commands, which are distinct from standard SOQL and CRM workflows. The skill includes a readiness classifier to check org state before mutations and emphasizes verification through counts or SQL queries rather than assuming async publish operations succeeded. Worth noting it requires the external sf data360 CLI plugin and knows when to delegate upstream to harmonization work or downstream to activation tasks. The definition templates and API version pinning suggest this is tooling that needed some guardrails around common failure modes.