cRO reporting in sfdc usually works best when experiments are treated as structured attributes rather than campaign notes. when variant assignment is stored at the lead or opportunity level through a dedicated field or campaign member status, pipeline and revenue influence can be segmented cleanly without rebuilding reports each time, since native dashboards then aggregate by that experiment dimension instead of relying on manual filters. attribution logic isn’t fully deterministic across multi touch journeys, which is where interpretation tends to get messy.
